{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5"
   },
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import pandas as pd \n",
    "import os\n",
    "pd.options.mode.chained_assignment = None\n",
    "pd.set_option('display.max_columns', 60)\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "plt.rcParams['font.size'] = 24\n",
    "from IPython.core.pylabtools import figsize\n",
    "import seaborn as sns\n",
    "sns.set(font_scale = 2)\n",
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "_cell_guid": "79c7e3d0-c299-4dcb-8224-4455121ee9b0",
    "_uuid": "d629ff2d2480ee46fbb7e2d37f6b5fab8052498a"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Order</th>\n",
       "      <th>Property Id</th>\n",
       "      <th>Property Name</th>\n",
       "      <th>Parent Property Id</th>\n",
       "      <th>Parent Property Name</th>\n",
       "      <th>BBL - 10 digits</th>\n",
       "      <th>NYC Borough, Block and Lot (BBL) self-reported</th>\n",
       "      <th>NYC Building Identification Number (BIN)</th>\n",
       "      <th>Address 1 (self-reported)</th>\n",
       "      <th>Address 2 (self-reported)</th>\n",
       "      <th>Postal Code</th>\n",
       "      <th>Street Number</th>\n",
       "      <th>Street Name</th>\n",
       "      <th>Borough</th>\n",
       "      <th>DOF Gross Floor Area (ft²)</th>\n",
       "      <th>Self-Reported Gross Floor Area (ft²)</th>\n",
       "      <th>Primary Property Type - Self Selected</th>\n",
       "      <th>List of All Property Use Types at Property</th>\n",
       "      <th>Largest Property Use Type</th>\n",
       "      <th>Largest Property Use Type - Gross Floor Area (ft²)</th>\n",
       "      <th>2nd Largest Property Use Type</th>\n",
       "      <th>2nd Largest Property Use - Gross Floor Area (ft²)</th>\n",
       "      <th>3rd Largest Property Use Type</th>\n",
       "      <th>3rd Largest Property Use Type - Gross Floor Area (ft²)</th>\n",
       "      <th>Year Built</th>\n",
       "      <th>Number of Buildings</th>\n",
       "      <th>Occupancy</th>\n",
       "      <th>Metered Areas (Energy)</th>\n",
       "      <th>Metered Areas  (Water)</th>\n",
       "      <th>ENERGY STAR Score</th>\n",
       "      <th>Source EUI (kBtu/ft²)</th>\n",
       "      <th>Weather Normalized Source EUI (kBtu/ft²)</th>\n",
       "      <th>Site EUI (kBtu/ft²)</th>\n",
       "      <th>Weather Normalized Site EUI (kBtu/ft²)</th>\n",
       "      <th>Weather Normalized Site Electricity Intensity (kWh/ft²)</th>\n",
       "      <th>Weather Normalized Site Natural Gas Intensity (therms/ft²)</th>\n",
       "      <th>Fuel Oil #1 Use (kBtu)</th>\n",
       "      <th>Fuel Oil #2 Use (kBtu)</th>\n",
       "      <th>Fuel Oil #4 Use (kBtu)</th>\n",
       "      <th>Fuel Oil #5 &amp; 6 Use (kBtu)</th>\n",
       "      <th>Diesel #2 Use (kBtu)</th>\n",
       "      <th>Propane Use (kBtu)</th>\n",
       "      <th>District Steam Use (kBtu)</th>\n",
       "      <th>District Hot Water Use (kBtu)</th>\n",
       "      <th>District Chilled Water Use (kBtu)</th>\n",
       "      <th>Natural Gas Use (kBtu)</th>\n",
       "      <th>Weather Normalized Site Natural Gas Use (therms)</th>\n",
       "      <th>Electricity Use - Grid Purchase (kBtu)</th>\n",
       "      <th>Electricity Use - Grid Purchase (kWh)</th>\n",
       "      <th>Weather Normalized Site Electricity (kWh)</th>\n",
       "      <th>Annual Maximum Demand (kW)</th>\n",
       "      <th>Annual Maximum Demand (MM/YYYY)</th>\n",
       "      <th>Total GHG Emissions (Metric Tons CO2e)</th>\n",
       "      <th>Direct GHG Emissions (Metric Tons CO2e)</th>\n",
       "      <th>Indirect GHG Emissions (Metric Tons CO2e)</th>\n",
       "      <th>Water Use (All Water Sources) (kgal)</th>\n",
       "      <th>Water Use Intensity (All Water Sources) (gal/ft²)</th>\n",
       "      <th>Water Required?</th>\n",
       "      <th>Generation Date</th>\n",
       "      <th>DOF Benchmarking Submission Status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>4593574</td>\n",
       "      <td>The Argonaut Building</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.010288e+09</td>\n",
       "      <td>1010287502</td>\n",
       "      <td>1024898</td>\n",
       "      <td>224 West 57th St</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10019</td>\n",
       "      <td>Not found</td>\n",
       "      <td>Not found</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Not found</td>\n",
       "      <td>169416</td>\n",
       "      <td>Office</td>\n",
       "      <td>Bank Branch, Office</td>\n",
       "      <td>Office</td>\n",
       "      <td>164754.0</td>\n",
       "      <td>Bank Branch</td>\n",
       "      <td>4662.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1909</td>\n",
       "      <td>1</td>\n",
       "      <td>95</td>\n",
       "      <td>Whole Building</td>\n",
       "      <td>Whole Building</td>\n",
       "      <td>90.0</td>\n",
       "      <td>138.4</td>\n",
       "      <td>141.0</td>\n",
       "      <td>53.8</td>\n",
       "      <td>56.2</td>\n",
       "      <td>11.3</td>\n",
       "      <td>0.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1133475.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1435754.7</td>\n",
       "      <td>16672.2</td>\n",
       "      <td>6551394.1</td>\n",
       "      <td>1920103.6</td>\n",
       "      <td>1920103.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>732.4</td>\n",
       "      <td>76.3</td>\n",
       "      <td>656.1</td>\n",
       "      <td>3635.5</td>\n",
       "      <td>21.46</td>\n",
       "      <td>Not found</td>\n",
       "      <td>2018-02-14</td>\n",
       "      <td>Not found</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3</td>\n",
       "      <td>2967701</td>\n",
       "      <td>Cathedral Preparatory Seminary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.018720e+09</td>\n",
       "      <td>4-01872-0007</td>\n",
       "      <td>4046340</td>\n",
       "      <td>56-25 92nd Street</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11373</td>\n",
       "      <td>Not found</td>\n",
       "      <td>Not found</td>\n",
       "      <td>Queens</td>\n",
       "      <td>Not found</td>\n",
       "      <td>94380</td>\n",
       "      <td>K-12 School</td>\n",
       "      <td>K-12 School</td>\n",
       "      <td>K-12 School</td>\n",
       "      <td>94380.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1963</td>\n",
       "      <td>1</td>\n",
       "      <td>100</td>\n",
       "      <td>Whole Building</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100.0</td>\n",
       "      <td>43.5</td>\n",
       "      <td>46.8</td>\n",
       "      <td>28.4</td>\n",
       "      <td>31.3</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2068300.1</td>\n",
       "      <td>23243.7</td>\n",
       "      <td>616343.7</td>\n",
       "      <td>180640.0</td>\n",
       "      <td>184131.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>164.5</td>\n",
       "      <td>109.9</td>\n",
       "      <td>54.6</td>\n",
       "      <td>102.9</td>\n",
       "      <td>1.09</td>\n",
       "      <td>Not found</td>\n",
       "      <td>2018-02-14</td>\n",
       "      <td>Not found</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>4898531</td>\n",
       "      <td>The Nomad Hotel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.008290e+09</td>\n",
       "      <td>1-00829-0050</td>\n",
       "      <td>1080710</td>\n",
       "      <td>1170 Broadway</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10001-7507</td>\n",
       "      <td>Not found</td>\n",
       "      <td>Not found</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Not found</td>\n",
       "      <td>125000</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>125000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1999</td>\n",
       "      <td>1</td>\n",
       "      <td>85</td>\n",
       "      <td>Whole Building</td>\n",
       "      <td>Whole Building</td>\n",
       "      <td>83.0</td>\n",
       "      <td>271.1</td>\n",
       "      <td>274.7</td>\n",
       "      <td>130.2</td>\n",
       "      <td>133.7</td>\n",
       "      <td>18.8</td>\n",
       "      <td>0.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8245445.1</td>\n",
       "      <td>86776.9</td>\n",
       "      <td>8033914.4</td>\n",
       "      <td>2354605.3</td>\n",
       "      <td>2354605.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1150.2</td>\n",
       "      <td>438.0</td>\n",
       "      <td>712.3</td>\n",
       "      <td>10762.6</td>\n",
       "      <td>86.10</td>\n",
       "      <td>Not found</td>\n",
       "      <td>2018-02-14</td>\n",
       "      <td>Not found</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5</td>\n",
       "      <td>2917939</td>\n",
       "      <td>10 West 27 Street Corp</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.008280e+09</td>\n",
       "      <td>1-00828-0053</td>\n",
       "      <td>1015657</td>\n",
       "      <td>1155 Broadway</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10001</td>\n",
       "      <td>Not found</td>\n",
       "      <td>Not found</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Not found</td>\n",
       "      <td>50000</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>50000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1994</td>\n",
       "      <td>1</td>\n",
       "      <td>100</td>\n",
       "      <td>Whole Building</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27.0</td>\n",
       "      <td>163.0</td>\n",
       "      <td>167.9</td>\n",
       "      <td>76.5</td>\n",
       "      <td>80.8</td>\n",
       "      <td>11.7</td>\n",
       "      <td>0.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1848519.4</td>\n",
       "      <td>20520.9</td>\n",
       "      <td>1976691.9</td>\n",
       "      <td>579335.2</td>\n",
       "      <td>582516.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>273.4</td>\n",
       "      <td>98.2</td>\n",
       "      <td>175.3</td>\n",
       "      <td>790.1</td>\n",
       "      <td>15.80</td>\n",
       "      <td>Not found</td>\n",
       "      <td>2018-02-14</td>\n",
       "      <td>Not found</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6</td>\n",
       "      <td>3878205</td>\n",
       "      <td>Westbury Realty</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000650e+09</td>\n",
       "      <td>1-00065-0024</td>\n",
       "      <td>1001105</td>\n",
       "      <td>24 John Street</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10038</td>\n",
       "      <td>Not found</td>\n",
       "      <td>Not found</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Not found</td>\n",
       "      <td>50000</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>50000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2012</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Whole Building</td>\n",
       "      <td>Whole Building</td>\n",
       "      <td>99.0</td>\n",
       "      <td>64.2</td>\n",
       "      <td>64.2</td>\n",
       "      <td>20.5</td>\n",
       "      <td>20.5</td>\n",
       "      <td>6.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1022951.6</td>\n",
       "      <td>299809.9</td>\n",
       "      <td>299809.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>90.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90.7</td>\n",
       "      <td>143.0</td>\n",
       "      <td>2.86</td>\n",
       "      <td>Not found</td>\n",
       "      <td>2018-02-14</td>\n",
       "      <td>Not found</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Order  Property Id                   Property Name Parent Property Id  \\\n",
       "0      1      4593574           The Argonaut Building                NaN   \n",
       "1      3      2967701  Cathedral Preparatory Seminary                NaN   \n",
       "2      4      4898531                 The Nomad Hotel                NaN   \n",
       "3      5      2917939          10 West 27 Street Corp                NaN   \n",
       "4      6      3878205                 Westbury Realty                NaN   \n",
       "\n",
       "  Parent Property Name  BBL - 10 digits  \\\n",
       "0                  NaN     1.010288e+09   \n",
       "1                  NaN     4.018720e+09   \n",
       "2                  NaN     1.008290e+09   \n",
       "3                  NaN     1.008280e+09   \n",
       "4                  NaN     1.000650e+09   \n",
       "\n",
       "  NYC Borough, Block and Lot (BBL) self-reported  \\\n",
       "0                                     1010287502   \n",
       "1                                   4-01872-0007   \n",
       "2                                   1-00829-0050   \n",
       "3                                   1-00828-0053   \n",
       "4                                   1-00065-0024   \n",
       "\n",
       "  NYC Building Identification Number (BIN) Address 1 (self-reported)  \\\n",
       "0                                  1024898          224 West 57th St   \n",
       "1                                  4046340         56-25 92nd Street   \n",
       "2                                  1080710             1170 Broadway   \n",
       "3                                  1015657             1155 Broadway   \n",
       "4                                  1001105            24 John Street   \n",
       "\n",
       "  Address 2 (self-reported) Postal Code Street Number Street Name    Borough  \\\n",
       "0                       NaN       10019     Not found   Not found  Manhattan   \n",
       "1                       NaN       11373     Not found   Not found     Queens   \n",
       "2                       NaN  10001-7507     Not found   Not found  Manhattan   \n",
       "3                       NaN       10001     Not found   Not found  Manhattan   \n",
       "4                       NaN       10038     Not found   Not found  Manhattan   \n",
       "\n",
       "  DOF Gross Floor Area (ft²)  Self-Reported Gross Floor Area (ft²)  \\\n",
       "0                  Not found                                169416   \n",
       "1                  Not found                                 94380   \n",
       "2                  Not found                                125000   \n",
       "3                  Not found                                 50000   \n",
       "4                  Not found                                 50000   \n",
       "\n",
       "  Primary Property Type - Self Selected  \\\n",
       "0                                Office   \n",
       "1                           K-12 School   \n",
       "2                                 Hotel   \n",
       "3                                 Hotel   \n",
       "4                                 Hotel   \n",
       "\n",
       "  List of All Property Use Types at Property Largest Property Use Type  \\\n",
       "0                        Bank Branch, Office                    Office   \n",
       "1                                K-12 School               K-12 School   \n",
       "2                                      Hotel                     Hotel   \n",
       "3                                      Hotel                     Hotel   \n",
       "4                                      Hotel                     Hotel   \n",
       "\n",
       "   Largest Property Use Type - Gross Floor Area (ft²)  \\\n",
       "0                                           164754.0    \n",
       "1                                            94380.0    \n",
       "2                                           125000.0    \n",
       "3                                            50000.0    \n",
       "4                                            50000.0    \n",
       "\n",
       "  2nd Largest Property Use Type  \\\n",
       "0                   Bank Branch   \n",
       "1                           NaN   \n",
       "2                           NaN   \n",
       "3                           NaN   \n",
       "4                           NaN   \n",
       "\n",
       "   2nd Largest Property Use - Gross Floor Area (ft²)  \\\n",
       "0                                             4662.0   \n",
       "1                                                NaN   \n",
       "2                                                NaN   \n",
       "3                                                NaN   \n",
       "4                                                NaN   \n",
       "\n",
       "  3rd Largest Property Use Type  \\\n",
       "0                           NaN   \n",
       "1                           NaN   \n",
       "2                           NaN   \n",
       "3                           NaN   \n",
       "4                           NaN   \n",
       "\n",
       "   3rd Largest Property Use Type - Gross Floor Area (ft²)  Year Built  \\\n",
       "0                                                NaN             1909   \n",
       "1                                                NaN             1963   \n",
       "2                                                NaN             1999   \n",
       "3                                                NaN             1994   \n",
       "4                                                NaN             2012   \n",
       "\n",
       "   Number of Buildings  Occupancy Metered Areas (Energy)  \\\n",
       "0                    1         95         Whole Building   \n",
       "1                    1        100         Whole Building   \n",
       "2                    1         85         Whole Building   \n",
       "3                    1        100         Whole Building   \n",
       "4                    1          0         Whole Building   \n",
       "\n",
       "  Metered Areas  (Water)  ENERGY STAR Score  Source EUI (kBtu/ft²)  \\\n",
       "0         Whole Building               90.0                  138.4   \n",
       "1                    NaN              100.0                   43.5   \n",
       "2         Whole Building               83.0                  271.1   \n",
       "3                    NaN               27.0                  163.0   \n",
       "4         Whole Building               99.0                   64.2   \n",
       "\n",
       "   Weather Normalized Source EUI (kBtu/ft²)  Site EUI (kBtu/ft²)  \\\n",
       "0                                     141.0                 53.8   \n",
       "1                                      46.8                 28.4   \n",
       "2                                     274.7                130.2   \n",
       "3                                     167.9                 76.5   \n",
       "4                                      64.2                 20.5   \n",
       "\n",
       "   Weather Normalized Site EUI (kBtu/ft²)  \\\n",
       "0                                    56.2   \n",
       "1                                    31.3   \n",
       "2                                   133.7   \n",
       "3                                    80.8   \n",
       "4                                    20.5   \n",
       "\n",
       "   Weather Normalized Site Electricity Intensity (kWh/ft²)  \\\n",
       "0                                               11.3         \n",
       "1                                                2.0         \n",
       "2                                               18.8         \n",
       "3                                               11.7         \n",
       "4                                                6.0         \n",
       "\n",
       "   Weather Normalized Site Natural Gas Intensity (therms/ft²)  \\\n",
       "0                                                0.1            \n",
       "1                                                0.2            \n",
       "2                                                0.7            \n",
       "3                                                0.4            \n",
       "4                                                NaN            \n",
       "\n",
       "   Fuel Oil #1 Use (kBtu)  Fuel Oil #2 Use (kBtu)  Fuel Oil #4 Use (kBtu)  \\\n",
       "0                     NaN                     NaN                     NaN   \n",
       "1                     NaN                     NaN                     NaN   \n",
       "2                     NaN                     NaN                     NaN   \n",
       "3                     NaN                     NaN                     NaN   \n",
       "4                     NaN                     NaN                     NaN   \n",
       "\n",
       "   Fuel Oil #5 & 6 Use (kBtu)  Diesel #2 Use (kBtu)  Propane Use (kBtu)  \\\n",
       "0                         NaN                   NaN                 NaN   \n",
       "1                         NaN                   NaN                 NaN   \n",
       "2                         NaN                   NaN                 NaN   \n",
       "3                         NaN                   NaN                 NaN   \n",
       "4                         NaN                   NaN                 NaN   \n",
       "\n",
       "   District Steam Use (kBtu)  District Hot Water Use (kBtu)  \\\n",
       "0                  1133475.1                            NaN   \n",
       "1                        NaN                            NaN   \n",
       "2                        NaN                            NaN   \n",
       "3                        NaN                            NaN   \n",
       "4                        NaN                            NaN   \n",
       "\n",
       "   District Chilled Water Use (kBtu)  Natural Gas Use (kBtu)  \\\n",
       "0                                NaN               1435754.7   \n",
       "1                                NaN               2068300.1   \n",
       "2                                NaN               8245445.1   \n",
       "3                                NaN               1848519.4   \n",
       "4                                NaN                     NaN   \n",
       "\n",
       "   Weather Normalized Site Natural Gas Use (therms)  \\\n",
       "0                                           16672.2   \n",
       "1                                           23243.7   \n",
       "2                                           86776.9   \n",
       "3                                           20520.9   \n",
       "4                                               NaN   \n",
       "\n",
       "   Electricity Use - Grid Purchase (kBtu)  \\\n",
       "0                               6551394.1   \n",
       "1                                616343.7   \n",
       "2                               8033914.4   \n",
       "3                               1976691.9   \n",
       "4                               1022951.6   \n",
       "\n",
       "   Electricity Use - Grid Purchase (kWh)  \\\n",
       "0                              1920103.6   \n",
       "1                               180640.0   \n",
       "2                              2354605.3   \n",
       "3                               579335.2   \n",
       "4                               299809.9   \n",
       "\n",
       "   Weather Normalized Site Electricity (kWh)  Annual Maximum Demand (kW)  \\\n",
       "0                                  1920103.6                         NaN   \n",
       "1                                   184131.9                         NaN   \n",
       "2                                  2354605.3                         NaN   \n",
       "3                                   582516.1                         NaN   \n",
       "4                                   299809.9                         NaN   \n",
       "\n",
       "  Annual Maximum Demand (MM/YYYY)  Total GHG Emissions (Metric Tons CO2e)  \\\n",
       "0                             NaT                                   732.4   \n",
       "1                             NaT                                   164.5   \n",
       "2                             NaT                                  1150.2   \n",
       "3                             NaT                                   273.4   \n",
       "4                             NaT                                    90.7   \n",
       "\n",
       "   Direct GHG Emissions (Metric Tons CO2e)  \\\n",
       "0                                     76.3   \n",
       "1                                    109.9   \n",
       "2                                    438.0   \n",
       "3                                     98.2   \n",
       "4                                      0.0   \n",
       "\n",
       "   Indirect GHG Emissions (Metric Tons CO2e)  \\\n",
       "0                                      656.1   \n",
       "1                                       54.6   \n",
       "2                                      712.3   \n",
       "3                                      175.3   \n",
       "4                                       90.7   \n",
       "\n",
       "   Water Use (All Water Sources) (kgal)  \\\n",
       "0                                3635.5   \n",
       "1                                 102.9   \n",
       "2                               10762.6   \n",
       "3                                 790.1   \n",
       "4                                 143.0   \n",
       "\n",
       "   Water Use Intensity (All Water Sources) (gal/ft²) Water Required?  \\\n",
       "0                                              21.46       Not found   \n",
       "1                                               1.09       Not found   \n",
       "2                                              86.10       Not found   \n",
       "3                                              15.80       Not found   \n",
       "4                                               2.86       Not found   \n",
       "\n",
       "  Generation Date DOF Benchmarking Submission Status  \n",
       "0      2018-02-14                          Not found  \n",
       "1      2018-02-14                          Not found  \n",
       "2      2018-02-14                          Not found  \n",
       "3      2018-02-14                          Not found  \n",
       "4      2018-02-14                          Not found  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_excel('nyc_benchmarking_disclosure_2017_consumption_data.xlsx',\n",
    "                     'Information and Metrics')\n",
    "\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 34355 entries, 0 to 34354\n",
      "Data columns (total 60 columns):\n",
      " #   Column                                                      Non-Null Count  Dtype         \n",
      "---  ------                                                      --------------  -----         \n",
      " 0   Order                                                       34355 non-null  int64         \n",
      " 1   Property Id                                                 34355 non-null  int64         \n",
      " 2   Property Name                                               34355 non-null  object        \n",
      " 3   Parent Property Id                                          1723 non-null   object        \n",
      " 4   Parent Property Name                                        1723 non-null   object        \n",
      " 5   BBL - 10 digits                                             33625 non-null  float64       \n",
      " 6   NYC Borough, Block and Lot (BBL) self-reported              33626 non-null  object        \n",
      " 7   NYC Building Identification Number (BIN)                    33123 non-null  object        \n",
      " 8   Address 1 (self-reported)                                   34355 non-null  object        \n",
      " 9   Address 2 (self-reported)                                   427 non-null    object        \n",
      " 10  Postal Code                                                 34355 non-null  object        \n",
      " 11  Street Number                                               34355 non-null  object        \n",
      " 12  Street Name                                                 34355 non-null  object        \n",
      " 13  Borough                                                     34355 non-null  object        \n",
      " 14  DOF Gross Floor Area (ft²)                                  34355 non-null  object        \n",
      " 15  Self-Reported Gross Floor Area (ft²)                        34355 non-null  int64         \n",
      " 16  Primary Property Type - Self Selected                       34355 non-null  object        \n",
      " 17  List of All Property Use Types at Property                  34342 non-null  object        \n",
      " 18  Largest Property Use Type                                   34323 non-null  object        \n",
      " 19  Largest Property Use Type - Gross Floor Area (ft²)          34323 non-null  float64       \n",
      " 20  2nd Largest Property Use Type                               7226 non-null   object        \n",
      " 21  2nd Largest Property Use - Gross Floor Area (ft²)           7226 non-null   float64       \n",
      " 22  3rd Largest Property Use Type                               2450 non-null   object        \n",
      " 23  3rd Largest Property Use Type - Gross Floor Area (ft²)      2450 non-null   float64       \n",
      " 24  Year Built                                                  34355 non-null  int64         \n",
      " 25  Number of Buildings                                         34355 non-null  int64         \n",
      " 26  Occupancy                                                   34355 non-null  int64         \n",
      " 27  Metered Areas (Energy)                                      31710 non-null  object        \n",
      " 28  Metered Areas  (Water)                                      14546 non-null  object        \n",
      " 29  ENERGY STAR Score                                           25454 non-null  float64       \n",
      " 30  Source EUI (kBtu/ft²)                                       31888 non-null  float64       \n",
      " 31  Weather Normalized Source EUI (kBtu/ft²)                    28560 non-null  float64       \n",
      " 32  Site EUI (kBtu/ft²)                                         31888 non-null  float64       \n",
      " 33  Weather Normalized Site EUI (kBtu/ft²)                      28560 non-null  float64       \n",
      " 34  Weather Normalized Site Electricity Intensity (kWh/ft²)     31001 non-null  float64       \n",
      " 35  Weather Normalized Site Natural Gas Intensity (therms/ft²)  28042 non-null  float64       \n",
      " 36  Fuel Oil #1 Use (kBtu)                                      36 non-null     float64       \n",
      " 37  Fuel Oil #2 Use (kBtu)                                      5664 non-null   float64       \n",
      " 38  Fuel Oil #4 Use (kBtu)                                      2378 non-null   float64       \n",
      " 39  Fuel Oil #5 & 6 Use (kBtu)                                  484 non-null    float64       \n",
      " 40  Diesel #2 Use (kBtu)                                        70 non-null     float64       \n",
      " 41  Propane Use (kBtu)                                          1 non-null      float64       \n",
      " 42  District Steam Use (kBtu)                                   1568 non-null   float64       \n",
      " 43  District Hot Water Use (kBtu)                               8 non-null      float64       \n",
      " 44  District Chilled Water Use (kBtu)                           30 non-null     float64       \n",
      " 45  Natural Gas Use (kBtu)                                      28819 non-null  float64       \n",
      " 46  Weather Normalized Site Natural Gas Use (therms)            28047 non-null  float64       \n",
      " 47  Electricity Use - Grid Purchase (kBtu)                      31576 non-null  float64       \n",
      " 48  Electricity Use - Grid Purchase (kWh)                       31576 non-null  float64       \n",
      " 49  Weather Normalized Site Electricity (kWh)                   31013 non-null  float64       \n",
      " 50  Annual Maximum Demand (kW)                                  2383 non-null   float64       \n",
      " 51  Annual Maximum Demand (MM/YYYY)                             2383 non-null   datetime64[ns]\n",
      " 52  Total GHG Emissions (Metric Tons CO2e)                      32957 non-null  float64       \n",
      " 53  Direct GHG Emissions (Metric Tons CO2e)                     33116 non-null  float64       \n",
      " 54  Indirect GHG Emissions (Metric Tons CO2e)                   33088 non-null  float64       \n",
      " 55  Water Use (All Water Sources) (kgal)                        18280 non-null  float64       \n",
      " 56  Water Use Intensity (All Water Sources) (gal/ft²)           18271 non-null  float64       \n",
      " 57  Water Required?                                             34355 non-null  object        \n",
      " 58  Generation Date                                             34355 non-null  datetime64[ns]\n",
      " 59  DOF Benchmarking Submission Status                          34355 non-null  object        \n",
      "dtypes: datetime64[ns](2), float64(31), int64(6), object(21)\n",
      "memory usage: 15.7+ MB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data.replace({'Not Available': np.nan})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Order</th>\n",
       "      <th>Property Id</th>\n",
       "      <th>BBL - 10 digits</th>\n",
       "      <th>Self-Reported Gross Floor Area (ft²)</th>\n",
       "      <th>Largest Property Use Type - Gross Floor Area (ft²)</th>\n",
       "      <th>2nd Largest Property Use - Gross Floor Area (ft²)</th>\n",
       "      <th>3rd Largest Property Use Type - Gross Floor Area (ft²)</th>\n",
       "      <th>Year Built</th>\n",
       "      <th>Number of Buildings</th>\n",
       "      <th>Occupancy</th>\n",
       "      <th>ENERGY STAR Score</th>\n",
       "      <th>Source EUI (kBtu/ft²)</th>\n",
       "      <th>Weather Normalized Source EUI (kBtu/ft²)</th>\n",
       "      <th>Site EUI (kBtu/ft²)</th>\n",
       "      <th>Weather Normalized Site EUI (kBtu/ft²)</th>\n",
       "      <th>Weather Normalized Site Electricity Intensity (kWh/ft²)</th>\n",
       "      <th>Weather Normalized Site Natural Gas Intensity (therms/ft²)</th>\n",
       "      <th>Fuel Oil #1 Use (kBtu)</th>\n",
       "      <th>Fuel Oil #2 Use (kBtu)</th>\n",
       "      <th>Fuel Oil #4 Use (kBtu)</th>\n",
       "      <th>Fuel Oil #5 &amp; 6 Use (kBtu)</th>\n",
       "      <th>Diesel #2 Use (kBtu)</th>\n",
       "      <th>Propane Use (kBtu)</th>\n",
       "      <th>District Steam Use (kBtu)</th>\n",
       "      <th>District Hot Water Use (kBtu)</th>\n",
       "      <th>District Chilled Water Use (kBtu)</th>\n",
       "      <th>Natural Gas Use (kBtu)</th>\n",
       "      <th>Weather Normalized Site Natural Gas Use (therms)</th>\n",
       "      <th>Electricity Use - Grid Purchase (kBtu)</th>\n",
       "      <th>Electricity Use - Grid Purchase (kWh)</th>\n",
       "      <th>Weather Normalized Site Electricity (kWh)</th>\n",
       "      <th>Annual Maximum Demand (kW)</th>\n",
       "      <th>Total GHG Emissions (Metric Tons CO2e)</th>\n",
       "      <th>Direct GHG Emissions (Metric Tons CO2e)</th>\n",
       "      <th>Indirect GHG Emissions (Metric Tons CO2e)</th>\n",
       "      <th>Water Use (All Water Sources) (kgal)</th>\n",
       "      <th>Water Use Intensity (All Water Sources) (gal/ft²)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>34355.000000</td>\n",
       "      <td>3.435500e+04</td>\n",
       "      <td>3.362500e+04</td>\n",
       "      <td>3.435500e+04</td>\n",
       "      <td>3.432300e+04</td>\n",
       "      <td>7226.000000</td>\n",
       "      <td>2450.000000</td>\n",
       "      <td>34355.000000</td>\n",
       "      <td>34355.000000</td>\n",
       "      <td>34355.000000</td>\n",
       "      <td>25454.000000</td>\n",
       "      <td>3.188800e+04</td>\n",
       "      <td>2.856000e+04</td>\n",
       "      <td>3.188800e+04</td>\n",
       "      <td>2.856000e+04</td>\n",
       "      <td>31001.000000</td>\n",
       "      <td>28042.000000</td>\n",
       "      <td>3.600000e+01</td>\n",
       "      <td>5.664000e+03</td>\n",
       "      <td>2.378000e+03</td>\n",
       "      <td>4.840000e+02</td>\n",
       "      <td>7.000000e+01</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.568000e+03</td>\n",
       "      <td>8.000000e+00</td>\n",
       "      <td>3.000000e+01</td>\n",
       "      <td>2.881900e+04</td>\n",
       "      <td>2.804700e+04</td>\n",
       "      <td>3.157600e+04</td>\n",
       "      <td>3.157600e+04</td>\n",
       "      <td>3.101300e+04</td>\n",
       "      <td>2.383000e+03</td>\n",
       "      <td>3.295700e+04</td>\n",
       "      <td>3.311600e+04</td>\n",
       "      <td>3.308800e+04</td>\n",
       "      <td>1.828000e+04</td>\n",
       "      <td>1.827100e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>17355.145103</td>\n",
       "      <td>4.710374e+06</td>\n",
       "      <td>2.249470e+09</td>\n",
       "      <td>1.149392e+05</td>\n",
       "      <td>1.115422e+05</td>\n",
       "      <td>20136.231746</td>\n",
       "      <td>11179.502776</td>\n",
       "      <td>1946.106855</td>\n",
       "      <td>1.196565</td>\n",
       "      <td>98.393101</td>\n",
       "      <td>53.927163</td>\n",
       "      <td>1.265785e+03</td>\n",
       "      <td>1.393057e+03</td>\n",
       "      <td>9.922633e+02</td>\n",
       "      <td>1.094395e+03</td>\n",
       "      <td>15.869072</td>\n",
       "      <td>1.154839</td>\n",
       "      <td>1.653033e+06</td>\n",
       "      <td>2.523975e+06</td>\n",
       "      <td>5.136646e+06</td>\n",
       "      <td>3.145131e+06</td>\n",
       "      <td>9.300335e+05</td>\n",
       "      <td>11919336.1</td>\n",
       "      <td>5.349684e+09</td>\n",
       "      <td>1.014108e+08</td>\n",
       "      <td>6.269823e+07</td>\n",
       "      <td>3.468667e+07</td>\n",
       "      <td>3.576895e+05</td>\n",
       "      <td>3.833599e+06</td>\n",
       "      <td>1.123563e+06</td>\n",
       "      <td>1.126104e+06</td>\n",
       "      <td>2.635069e+03</td>\n",
       "      <td>1.893548e+04</td>\n",
       "      <td>1.665273e+03</td>\n",
       "      <td>1.719766e+04</td>\n",
       "      <td>9.964984e+03</td>\n",
       "      <td>5.869470e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>10016.661222</td>\n",
       "      <td>1.676669e+06</td>\n",
       "      <td>1.193104e+09</td>\n",
       "      <td>2.164591e+05</td>\n",
       "      <td>2.108989e+05</td>\n",
       "      <td>51022.113092</td>\n",
       "      <td>24105.730990</td>\n",
       "      <td>32.725881</td>\n",
       "      <td>2.959191</td>\n",
       "      <td>8.917131</td>\n",
       "      <td>32.573629</td>\n",
       "      <td>1.626921e+05</td>\n",
       "      <td>1.719455e+05</td>\n",
       "      <td>1.349948e+05</td>\n",
       "      <td>1.426694e+05</td>\n",
       "      <td>946.687948</td>\n",
       "      <td>58.542330</td>\n",
       "      <td>1.809641e+06</td>\n",
       "      <td>4.500459e+06</td>\n",
       "      <td>4.704320e+06</td>\n",
       "      <td>4.320395e+06</td>\n",
       "      <td>1.924976e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.036540e+11</td>\n",
       "      <td>1.219380e+08</td>\n",
       "      <td>1.122653e+08</td>\n",
       "      <td>3.272735e+09</td>\n",
       "      <td>3.329299e+07</td>\n",
       "      <td>1.249719e+07</td>\n",
       "      <td>3.662716e+06</td>\n",
       "      <td>3.674892e+06</td>\n",
       "      <td>5.617472e+04</td>\n",
       "      <td>2.954070e+06</td>\n",
       "      <td>1.621715e+05</td>\n",
       "      <td>2.943758e+06</td>\n",
       "      <td>9.190300e+04</td>\n",
       "      <td>5.251308e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.365000e+03</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1051.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>11919336.1</td>\n",
       "      <td>-3.833694e+08</td>\n",
       "      <td>2.507188e+06</td>\n",
       "      <td>1.082000e+04</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>-6.343300e+03</td>\n",
       "      <td>-1.859100e+03</td>\n",
       "      <td>-1.859100e+03</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>-1.760050e+04</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>8666.500000</td>\n",
       "      <td>2.825644e+06</td>\n",
       "      <td>1.014980e+09</td>\n",
       "      <td>4.227300e+04</td>\n",
       "      <td>4.175000e+04</td>\n",
       "      <td>3500.000000</td>\n",
       "      <td>1899.000000</td>\n",
       "      <td>1925.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>9.350000e+01</td>\n",
       "      <td>9.750000e+01</td>\n",
       "      <td>5.800000e+01</td>\n",
       "      <td>6.060000e+01</td>\n",
       "      <td>3.800000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>1.998125e+05</td>\n",
       "      <td>2.209035e+05</td>\n",
       "      <td>2.836561e+06</td>\n",
       "      <td>6.749850e+04</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>11919336.1</td>\n",
       "      <td>4.044238e+06</td>\n",
       "      <td>2.507188e+06</td>\n",
       "      <td>1.570166e+06</td>\n",
       "      <td>8.169667e+05</td>\n",
       "      <td>8.581150e+03</td>\n",
       "      <td>6.888429e+05</td>\n",
       "      <td>2.018883e+05</td>\n",
       "      <td>2.022287e+05</td>\n",
       "      <td>4.560000e+01</td>\n",
       "      <td>1.841000e+02</td>\n",
       "      <td>6.040000e+01</td>\n",
       "      <td>5.380000e+01</td>\n",
       "      <td>1.954200e+03</td>\n",
       "      <td>2.847000e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>17383.000000</td>\n",
       "      <td>4.897531e+06</td>\n",
       "      <td>2.032480e+09</td>\n",
       "      <td>6.582000e+04</td>\n",
       "      <td>6.438100e+04</td>\n",
       "      <td>8000.000000</td>\n",
       "      <td>5000.000000</td>\n",
       "      <td>1935.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>1.224000e+02</td>\n",
       "      <td>1.276000e+02</td>\n",
       "      <td>7.990000e+01</td>\n",
       "      <td>8.380000e+01</td>\n",
       "      <td>5.300000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>3.693091e+05</td>\n",
       "      <td>1.226102e+06</td>\n",
       "      <td>4.176257e+06</td>\n",
       "      <td>1.790936e+06</td>\n",
       "      <td>2.357089e+05</td>\n",
       "      <td>11919336.1</td>\n",
       "      <td>1.063606e+07</td>\n",
       "      <td>3.106487e+07</td>\n",
       "      <td>1.250233e+07</td>\n",
       "      <td>3.001860e+06</td>\n",
       "      <td>3.226560e+04</td>\n",
       "      <td>1.249026e+06</td>\n",
       "      <td>3.660686e+05</td>\n",
       "      <td>3.673331e+05</td>\n",
       "      <td>1.760000e+02</td>\n",
       "      <td>3.283000e+02</td>\n",
       "      <td>1.888000e+02</td>\n",
       "      <td>1.024000e+02</td>\n",
       "      <td>3.794200e+03</td>\n",
       "      <td>5.003000e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>26028.500000</td>\n",
       "      <td>6.297280e+06</td>\n",
       "      <td>3.058740e+09</td>\n",
       "      <td>1.136150e+05</td>\n",
       "      <td>1.116050e+05</td>\n",
       "      <td>16326.250000</td>\n",
       "      <td>11200.000000</td>\n",
       "      <td>1965.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>83.000000</td>\n",
       "      <td>1.628000e+02</td>\n",
       "      <td>1.689000e+02</td>\n",
       "      <td>1.034000e+02</td>\n",
       "      <td>1.085000e+02</td>\n",
       "      <td>9.500000</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>3.266778e+06</td>\n",
       "      <td>3.488405e+06</td>\n",
       "      <td>6.256246e+06</td>\n",
       "      <td>5.250004e+06</td>\n",
       "      <td>1.006850e+06</td>\n",
       "      <td>11919336.1</td>\n",
       "      <td>2.236463e+07</td>\n",
       "      <td>2.472118e+08</td>\n",
       "      <td>5.873067e+07</td>\n",
       "      <td>5.429481e+06</td>\n",
       "      <td>5.846190e+04</td>\n",
       "      <td>2.828563e+06</td>\n",
       "      <td>8.290043e+05</td>\n",
       "      <td>8.342771e+05</td>\n",
       "      <td>3.080000e+02</td>\n",
       "      <td>5.962000e+02</td>\n",
       "      <td>3.313000e+02</td>\n",
       "      <td>2.387250e+02</td>\n",
       "      <td>6.631100e+03</td>\n",
       "      <td>8.339500e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>34686.000000</td>\n",
       "      <td>6.716654e+06</td>\n",
       "      <td>7.000500e+09</td>\n",
       "      <td>1.507766e+07</td>\n",
       "      <td>1.507766e+07</td>\n",
       "      <td>992059.400000</td>\n",
       "      <td>591640.000000</td>\n",
       "      <td>2021.000000</td>\n",
       "      <td>161.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>2.894294e+07</td>\n",
       "      <td>2.894295e+07</td>\n",
       "      <td>2.405806e+07</td>\n",
       "      <td>2.405806e+07</td>\n",
       "      <td>136157.700000</td>\n",
       "      <td>9258.400000</td>\n",
       "      <td>5.465619e+06</td>\n",
       "      <td>1.361733e+08</td>\n",
       "      <td>8.532474e+07</td>\n",
       "      <td>4.913880e+07</td>\n",
       "      <td>1.138072e+07</td>\n",
       "      <td>11919336.1</td>\n",
       "      <td>8.063853e+12</td>\n",
       "      <td>2.472118e+08</td>\n",
       "      <td>3.676676e+08</td>\n",
       "      <td>3.922186e+11</td>\n",
       "      <td>3.936197e+09</td>\n",
       "      <td>5.742834e+08</td>\n",
       "      <td>1.683128e+08</td>\n",
       "      <td>1.676955e+08</td>\n",
       "      <td>2.553601e+06</td>\n",
       "      <td>5.354297e+08</td>\n",
       "      <td>2.083388e+07</td>\n",
       "      <td>5.354297e+08</td>\n",
       "      <td>5.446590e+06</td>\n",
       "      <td>6.913227e+06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Order   Property Id  BBL - 10 digits  \\\n",
       "count  34355.000000  3.435500e+04     3.362500e+04   \n",
       "mean   17355.145103  4.710374e+06     2.249470e+09   \n",
       "std    10016.661222  1.676669e+06     1.193104e+09   \n",
       "min        1.000000  7.365000e+03     0.000000e+00   \n",
       "25%     8666.500000  2.825644e+06     1.014980e+09   \n",
       "50%    17383.000000  4.897531e+06     2.032480e+09   \n",
       "75%    26028.500000  6.297280e+06     3.058740e+09   \n",
       "max    34686.000000  6.716654e+06     7.000500e+09   \n",
       "\n",
       "       Self-Reported Gross Floor Area (ft²)  \\\n",
       "count                          3.435500e+04   \n",
       "mean                           1.149392e+05   \n",
       "std                            2.164591e+05   \n",
       "min                            0.000000e+00   \n",
       "25%                            4.227300e+04   \n",
       "50%                            6.582000e+04   \n",
       "75%                            1.136150e+05   \n",
       "max                            1.507766e+07   \n",
       "\n",
       "       Largest Property Use Type - Gross Floor Area (ft²)  \\\n",
       "count                                       3.432300e+04    \n",
       "mean                                        1.115422e+05    \n",
       "std                                         2.108989e+05    \n",
       "min                                         1.000000e+00    \n",
       "25%                                         4.175000e+04    \n",
       "50%                                         6.438100e+04    \n",
       "75%                                         1.116050e+05    \n",
       "max                                         1.507766e+07    \n",
       "\n",
       "       2nd Largest Property Use - Gross Floor Area (ft²)  \\\n",
       "count                                        7226.000000   \n",
       "mean                                        20136.231746   \n",
       "std                                         51022.113092   \n",
       "min                                             0.000000   \n",
       "25%                                          3500.000000   \n",
       "50%                                          8000.000000   \n",
       "75%                                         16326.250000   \n",
       "max                                        992059.400000   \n",
       "\n",
       "       3rd Largest Property Use Type - Gross Floor Area (ft²)    Year Built  \\\n",
       "count                                        2450.000000       34355.000000   \n",
       "mean                                        11179.502776        1946.106855   \n",
       "std                                         24105.730990          32.725881   \n",
       "min                                             0.000000        1051.000000   \n",
       "25%                                          1899.000000        1925.000000   \n",
       "50%                                          5000.000000        1935.000000   \n",
       "75%                                         11200.000000        1965.000000   \n",
       "max                                        591640.000000        2021.000000   \n",
       "\n",
       "       Number of Buildings     Occupancy  ENERGY STAR Score  \\\n",
       "count         34355.000000  34355.000000       25454.000000   \n",
       "mean              1.196565     98.393101          53.927163   \n",
       "std               2.959191      8.917131          32.573629   \n",
       "min               0.000000      0.000000           1.000000   \n",
       "25%               1.000000    100.000000          25.000000   \n",
       "50%               1.000000    100.000000          56.000000   \n",
       "75%               1.000000    100.000000          83.000000   \n",
       "max             161.000000    100.000000         100.000000   \n",
       "\n",
       "       Source EUI (kBtu/ft²)  Weather Normalized Source EUI (kBtu/ft²)  \\\n",
       "count           3.188800e+04                              2.856000e+04   \n",
       "mean            1.265785e+03                              1.393057e+03   \n",
       "std             1.626921e+05                              1.719455e+05   \n",
       "min             0.000000e+00                              0.000000e+00   \n",
       "25%             9.350000e+01                              9.750000e+01   \n",
       "50%             1.224000e+02                              1.276000e+02   \n",
       "75%             1.628000e+02                              1.689000e+02   \n",
       "max             2.894294e+07                              2.894295e+07   \n",
       "\n",
       "       Site EUI (kBtu/ft²)  Weather Normalized Site EUI (kBtu/ft²)  \\\n",
       "count         3.188800e+04                            2.856000e+04   \n",
       "mean          9.922633e+02                            1.094395e+03   \n",
       "std           1.349948e+05                            1.426694e+05   \n",
       "min           0.000000e+00                            0.000000e+00   \n",
       "25%           5.800000e+01                            6.060000e+01   \n",
       "50%           7.990000e+01                            8.380000e+01   \n",
       "75%           1.034000e+02                            1.085000e+02   \n",
       "max           2.405806e+07                            2.405806e+07   \n",
       "\n",
       "       Weather Normalized Site Electricity Intensity (kWh/ft²)  \\\n",
       "count                                       31001.000000         \n",
       "mean                                           15.869072         \n",
       "std                                           946.687948         \n",
       "min                                             0.000000         \n",
       "25%                                             3.800000         \n",
       "50%                                             5.300000         \n",
       "75%                                             9.500000         \n",
       "max                                        136157.700000         \n",
       "\n",
       "       Weather Normalized Site Natural Gas Intensity (therms/ft²)  \\\n",
       "count                                       28042.000000            \n",
       "mean                                            1.154839            \n",
       "std                                            58.542330            \n",
       "min                                             0.000000            \n",
       "25%                                             0.100000            \n",
       "50%                                             0.500000            \n",
       "75%                                             0.800000            \n",
       "max                                          9258.400000            \n",
       "\n",
       "       Fuel Oil #1 Use (kBtu)  Fuel Oil #2 Use (kBtu)  Fuel Oil #4 Use (kBtu)  \\\n",
       "count            3.600000e+01            5.664000e+03            2.378000e+03   \n",
       "mean             1.653033e+06            2.523975e+06            5.136646e+06   \n",
       "std              1.809641e+06            4.500459e+06            4.704320e+06   \n",
       "min              0.000000e+00            0.000000e+00            0.000000e+00   \n",
       "25%              1.998125e+05            2.209035e+05            2.836561e+06   \n",
       "50%              3.693091e+05            1.226102e+06            4.176257e+06   \n",
       "75%              3.266778e+06            3.488405e+06            6.256246e+06   \n",
       "max              5.465619e+06            1.361733e+08            8.532474e+07   \n",
       "\n",
       "       Fuel Oil #5 & 6 Use (kBtu)  Diesel #2 Use (kBtu)  Propane Use (kBtu)  \\\n",
       "count                4.840000e+02          7.000000e+01                 1.0   \n",
       "mean                 3.145131e+06          9.300335e+05          11919336.1   \n",
       "std                  4.320395e+06          1.924976e+06                 NaN   \n",
       "min                  0.000000e+00          0.000000e+00          11919336.1   \n",
       "25%                  6.749850e+04          0.000000e+00          11919336.1   \n",
       "50%                  1.790936e+06          2.357089e+05          11919336.1   \n",
       "75%                  5.250004e+06          1.006850e+06          11919336.1   \n",
       "max                  4.913880e+07          1.138072e+07          11919336.1   \n",
       "\n",
       "       District Steam Use (kBtu)  District Hot Water Use (kBtu)  \\\n",
       "count               1.568000e+03                   8.000000e+00   \n",
       "mean                5.349684e+09                   1.014108e+08   \n",
       "std                 2.036540e+11                   1.219380e+08   \n",
       "min                -3.833694e+08                   2.507188e+06   \n",
       "25%                 4.044238e+06                   2.507188e+06   \n",
       "50%                 1.063606e+07                   3.106487e+07   \n",
       "75%                 2.236463e+07                   2.472118e+08   \n",
       "max                 8.063853e+12                   2.472118e+08   \n",
       "\n",
       "       District Chilled Water Use (kBtu)  Natural Gas Use (kBtu)  \\\n",
       "count                       3.000000e+01            2.881900e+04   \n",
       "mean                        6.269823e+07            3.468667e+07   \n",
       "std                         1.122653e+08            3.272735e+09   \n",
       "min                         1.082000e+04            0.000000e+00   \n",
       "25%                         1.570166e+06            8.169667e+05   \n",
       "50%                         1.250233e+07            3.001860e+06   \n",
       "75%                         5.873067e+07            5.429481e+06   \n",
       "max                         3.676676e+08            3.922186e+11   \n",
       "\n",
       "       Weather Normalized Site Natural Gas Use (therms)  \\\n",
       "count                                      2.804700e+04   \n",
       "mean                                       3.576895e+05   \n",
       "std                                        3.329299e+07   \n",
       "min                                        0.000000e+00   \n",
       "25%                                        8.581150e+03   \n",
       "50%                                        3.226560e+04   \n",
       "75%                                        5.846190e+04   \n",
       "max                                        3.936197e+09   \n",
       "\n",
       "       Electricity Use - Grid Purchase (kBtu)  \\\n",
       "count                            3.157600e+04   \n",
       "mean                             3.833599e+06   \n",
       "std                              1.249719e+07   \n",
       "min                             -6.343300e+03   \n",
       "25%                              6.888429e+05   \n",
       "50%                              1.249026e+06   \n",
       "75%                              2.828563e+06   \n",
       "max                              5.742834e+08   \n",
       "\n",
       "       Electricity Use - Grid Purchase (kWh)  \\\n",
       "count                           3.157600e+04   \n",
       "mean                            1.123563e+06   \n",
       "std                             3.662716e+06   \n",
       "min                            -1.859100e+03   \n",
       "25%                             2.018883e+05   \n",
       "50%                             3.660686e+05   \n",
       "75%                             8.290043e+05   \n",
       "max                             1.683128e+08   \n",
       "\n",
       "       Weather Normalized Site Electricity (kWh)  Annual Maximum Demand (kW)  \\\n",
       "count                               3.101300e+04                2.383000e+03   \n",
       "mean                                1.126104e+06                2.635069e+03   \n",
       "std                                 3.674892e+06                5.617472e+04   \n",
       "min                                -1.859100e+03                0.000000e+00   \n",
       "25%                                 2.022287e+05                4.560000e+01   \n",
       "50%                                 3.673331e+05                1.760000e+02   \n",
       "75%                                 8.342771e+05                3.080000e+02   \n",
       "max                                 1.676955e+08                2.553601e+06   \n",
       "\n",
       "       Total GHG Emissions (Metric Tons CO2e)  \\\n",
       "count                            3.295700e+04   \n",
       "mean                             1.893548e+04   \n",
       "std                              2.954070e+06   \n",
       "min                              0.000000e+00   \n",
       "25%                              1.841000e+02   \n",
       "50%                              3.283000e+02   \n",
       "75%                              5.962000e+02   \n",
       "max                              5.354297e+08   \n",
       "\n",
       "       Direct GHG Emissions (Metric Tons CO2e)  \\\n",
       "count                             3.311600e+04   \n",
       "mean                              1.665273e+03   \n",
       "std                               1.621715e+05   \n",
       "min                               0.000000e+00   \n",
       "25%                               6.040000e+01   \n",
       "50%                               1.888000e+02   \n",
       "75%                               3.313000e+02   \n",
       "max                               2.083388e+07   \n",
       "\n",
       "       Indirect GHG Emissions (Metric Tons CO2e)  \\\n",
       "count                               3.308800e+04   \n",
       "mean                                1.719766e+04   \n",
       "std                                 2.943758e+06   \n",
       "min                                -1.760050e+04   \n",
       "25%                                 5.380000e+01   \n",
       "50%                                 1.024000e+02   \n",
       "75%                                 2.387250e+02   \n",
       "max                                 5.354297e+08   \n",
       "\n",
       "       Water Use (All Water Sources) (kgal)  \\\n",
       "count                          1.828000e+04   \n",
       "mean                           9.964984e+03   \n",
       "std                            9.190300e+04   \n",
       "min                            0.000000e+00   \n",
       "25%                            1.954200e+03   \n",
       "50%                            3.794200e+03   \n",
       "75%                            6.631100e+03   \n",
       "max                            5.446590e+06   \n",
       "\n",
       "       Water Use Intensity (All Water Sources) (gal/ft²)  \n",
       "count                                       1.827100e+04  \n",
       "mean                                        5.869470e+02  \n",
       "std                                         5.251308e+04  \n",
       "min                                         0.000000e+00  \n",
       "25%                                         2.847000e+01  \n",
       "50%                                         5.003000e+01  \n",
       "75%                                         8.339500e+01  \n",
       "max                                         6.913227e+06  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def missing_values_table(df):\n",
    "        # Total missing values\n",
    "        mis_val = df.isnull().sum()\n",
    "        \n",
    "        # Percentage of missing values\n",
    "        mis_val_percent = 100 * df.isnull().sum() / len(df)\n",
    "        \n",
    "        # Make a table with the results\n",
    "        mis_val_table = pd.concat([mis_val, mis_val_percent], axis=1)\n",
    "        \n",
    "        # Rename the columns\n",
    "        mis_val_table_ren_columns = mis_val_table.rename(\n",
    "        columns = {0 : 'Missing Values', 1 : '% of Total Values'})\n",
    "        \n",
    "        # Sort the table by percentage of missing descending\n",
    "        mis_val_table_ren_columns = mis_val_table_ren_columns[\n",
    "            mis_val_table_ren_columns.iloc[:,1] != 0].sort_values(\n",
    "        '% of Total Values', ascending=False).round(1)\n",
    "        \n",
    "        # Print some summary information\n",
    "        print (\"Your selected dataframe has \" + str(df.shape[1]) + \" columns.\\n\"      \n",
    "            \"There are \" + str(mis_val_table_ren_columns.shape[0]) +\n",
    "              \" columns that have missing values.\")\n",
    "        \n",
    "        # Return the dataframe with missing information\n",
    "        return mis_val_table_ren_columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your selected dataframe has 60 columns.\n",
      "There are 43 columns that have missing values.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Missing Values</th>\n",
       "      <th>% of Total Values</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Propane Use (kBtu)</th>\n",
       "      <td>34354</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>District Hot Water Use (kBtu)</th>\n",
       "      <td>34347</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>District Chilled Water Use (kBtu)</th>\n",
       "      <td>34325</td>\n",
       "      <td>99.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fuel Oil #1 Use (kBtu)</th>\n",
       "      <td>34319</td>\n",
       "      <td>99.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Diesel #2 Use (kBtu)</th>\n",
       "      <td>34285</td>\n",
       "      <td>99.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Address 2 (self-reported)</th>\n",
       "      <td>33928</td>\n",
       "      <td>98.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fuel Oil #5 &amp; 6 Use (kBtu)</th>\n",
       "      <td>33871</td>\n",
       "      <td>98.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>District Steam Use (kBtu)</th>\n",
       "      <td>32787</td>\n",
       "      <td>95.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Parent Property Name</th>\n",
       "      <td>32632</td>\n",
       "      <td>95.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Parent Property Id</th>\n",
       "      <td>32632</td>\n",
       "      <td>95.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fuel Oil #4 Use (kBtu)</th>\n",
       "      <td>31977</td>\n",
       "      <td>93.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Annual Maximum Demand (kW)</th>\n",
       "      <td>31972</td>\n",
       "      <td>93.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Annual Maximum Demand (MM/YYYY)</th>\n",
       "      <td>31972</td>\n",
       "      <td>93.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3rd Largest Property Use Type</th>\n",
       "      <td>31905</td>\n",
       "      <td>92.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3rd Largest Property Use Type - Gross Floor Area (ft²)</th>\n",
       "      <td>31905</td>\n",
       "      <td>92.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fuel Oil #2 Use (kBtu)</th>\n",
       "      <td>28691</td>\n",
       "      <td>83.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2nd Largest Property Use - Gross Floor Area (ft²)</th>\n",
       "      <td>27129</td>\n",
       "      <td>79.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2nd Largest Property Use Type</th>\n",
       "      <td>27129</td>\n",
       "      <td>79.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Metered Areas  (Water)</th>\n",
       "      <td>19809</td>\n",
       "      <td>57.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Water Use Intensity (All Water Sources) (gal/ft²)</th>\n",
       "      <td>16084</td>\n",
       "      <td>46.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Water Use (All Water Sources) (kgal)</th>\n",
       "      <td>16075</td>\n",
       "      <td>46.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENERGY STAR Score</th>\n",
       "      <td>8901</td>\n",
       "      <td>25.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Weather Normalized Site Natural Gas Intensity (therms/ft²)</th>\n",
       "      <td>6313</td>\n",
       "      <td>18.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Weather Normalized Site Natural Gas Use (therms)</th>\n",
       "      <td>6308</td>\n",
       "      <td>18.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Weather Normalized Site EUI (kBtu/ft²)</th>\n",
       "      <td>5795</td>\n",
       "      <td>16.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Weather Normalized Source EUI (kBtu/ft²)</th>\n",
       "      <td>5795</td>\n",
       "      <td>16.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Natural Gas Use (kBtu)</th>\n",
       "      <td>5536</td>\n",
       "      <td>16.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Weather Normalized Site Electricity Intensity (kWh/ft²)</th>\n",
       "      <td>3354</td>\n",
       "      <td>9.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Weather Normalized Site Electricity (kWh)</th>\n",
       "      <td>3342</td>\n",
       "      <td>9.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Electricity Use - Grid Purchase (kBtu)</th>\n",
       "      <td>2779</td>\n",
       "      <td>8.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Electricity Use - Grid Purchase (kWh)</th>\n",
       "      <td>2779</td>\n",
       "      <td>8.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Metered Areas (Energy)</th>\n",
       "      <td>2645</td>\n",
       "      <td>7.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Source EUI (kBtu/ft²)</th>\n",
       "      <td>2467</td>\n",
       "      <td>7.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Site EUI (kBtu/ft²)</th>\n",
       "      <td>2467</td>\n",
       "      <td>7.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total GHG Emissions (Metric Tons CO2e)</th>\n",
       "      <td>1398</td>\n",
       "      <td>4.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Indirect GHG Emissions (Metric Tons CO2e)</th>\n",
       "      <td>1267</td>\n",
       "      <td>3.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Direct GHG Emissions (Metric Tons CO2e)</th>\n",
       "      <td>1239</td>\n",
       "      <td>3.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NYC Building Identification Number (BIN)</th>\n",
       "      <td>1232</td>\n",
       "      <td>3.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BBL - 10 digits</th>\n",
       "      <td>730</td>\n",
       "      <td>2.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NYC Borough, Block and Lot (BBL) self-reported</th>\n",
       "      <td>729</td>\n",
       "      <td>2.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Largest Property Use Type - Gross Floor Area (ft²)</th>\n",
       "      <td>32</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Largest Property Use Type</th>\n",
       "      <td>32</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>List of All Property Use Types at Property</th>\n",
       "      <td>13</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    Missing Values  \\\n",
       "Propane Use (kBtu)                                           34354   \n",
       "District Hot Water Use (kBtu)                                34347   \n",
       "District Chilled Water Use (kBtu)                            34325   \n",
       "Fuel Oil #1 Use (kBtu)                                       34319   \n",
       "Diesel #2 Use (kBtu)                                         34285   \n",
       "Address 2 (self-reported)                                    33928   \n",
       "Fuel Oil #5 & 6 Use (kBtu)                                   33871   \n",
       "District Steam Use (kBtu)                                    32787   \n",
       "Parent Property Name                                         32632   \n",
       "Parent Property Id                                           32632   \n",
       "Fuel Oil #4 Use (kBtu)                                       31977   \n",
       "Annual Maximum Demand (kW)                                   31972   \n",
       "Annual Maximum Demand (MM/YYYY)                              31972   \n",
       "3rd Largest Property Use Type                                31905   \n",
       "3rd Largest Property Use Type - Gross Floor Are...           31905   \n",
       "Fuel Oil #2 Use (kBtu)                                       28691   \n",
       "2nd Largest Property Use - Gross Floor Area (ft²)            27129   \n",
       "2nd Largest Property Use Type                                27129   \n",
       "Metered Areas  (Water)                                       19809   \n",
       "Water Use Intensity (All Water Sources) (gal/ft²)            16084   \n",
       "Water Use (All Water Sources) (kgal)                         16075   \n",
       "ENERGY STAR Score                                             8901   \n",
       "Weather Normalized Site Natural Gas Intensity (...            6313   \n",
       "Weather Normalized Site Natural Gas Use (therms)              6308   \n",
       "Weather Normalized Site EUI (kBtu/ft²)                        5795   \n",
       "Weather Normalized Source EUI (kBtu/ft²)                      5795   \n",
       "Natural Gas Use (kBtu)                                        5536   \n",
       "Weather Normalized Site Electricity Intensity (...            3354   \n",
       "Weather Normalized Site Electricity (kWh)                     3342   \n",
       "Electricity Use - Grid Purchase (kBtu)                        2779   \n",
       "Electricity Use - Grid Purchase (kWh)                         2779   \n",
       "Metered Areas (Energy)                                        2645   \n",
       "Source EUI (kBtu/ft²)                                         2467   \n",
       "Site EUI (kBtu/ft²)                                           2467   \n",
       "Total GHG Emissions (Metric Tons CO2e)                        1398   \n",
       "Indirect GHG Emissions (Metric Tons CO2e)                     1267   \n",
       "Direct GHG Emissions (Metric Tons CO2e)                       1239   \n",
       "NYC Building Identification Number (BIN)                      1232   \n",
       "BBL - 10 digits                                                730   \n",
       "NYC Borough, Block and Lot (BBL) self-reported                 729   \n",
       "Largest Property Use Type - Gross Floor Area (ft²)              32   \n",
       "Largest Property Use Type                                       32   \n",
       "List of All Property Use Types at Property                      13   \n",
       "\n",
       "                                                    % of Total Values  \n",
       "Propane Use (kBtu)                                              100.0  \n",
       "District Hot Water Use (kBtu)                                   100.0  \n",
       "District Chilled Water Use (kBtu)                                99.9  \n",
       "Fuel Oil #1 Use (kBtu)                                           99.9  \n",
       "Diesel #2 Use (kBtu)                                             99.8  \n",
       "Address 2 (self-reported)                                        98.8  \n",
       "Fuel Oil #5 & 6 Use (kBtu)                                       98.6  \n",
       "District Steam Use (kBtu)                                        95.4  \n",
       "Parent Property Name                                             95.0  \n",
       "Parent Property Id                                               95.0  \n",
       "Fuel Oil #4 Use (kBtu)                                           93.1  \n",
       "Annual Maximum Demand (kW)                                       93.1  \n",
       "Annual Maximum Demand (MM/YYYY)                                  93.1  \n",
       "3rd Largest Property Use Type                                    92.9  \n",
       "3rd Largest Property Use Type - Gross Floor Are...               92.9  \n",
       "Fuel Oil #2 Use (kBtu)                                           83.5  \n",
       "2nd Largest Property Use - Gross Floor Area (ft²)                79.0  \n",
       "2nd Largest Property Use Type                                    79.0  \n",
       "Metered Areas  (Water)                                           57.7  \n",
       "Water Use Intensity (All Water Sources) (gal/ft²)                46.8  \n",
       "Water Use (All Water Sources) (kgal)                             46.8  \n",
       "ENERGY STAR Score                                                25.9  \n",
       "Weather Normalized Site Natural Gas Intensity (...               18.4  \n",
       "Weather Normalized Site Natural Gas Use (therms)                 18.4  \n",
       "Weather Normalized Site EUI (kBtu/ft²)                           16.9  \n",
       "Weather Normalized Source EUI (kBtu/ft²)                         16.9  \n",
       "Natural Gas Use (kBtu)                                           16.1  \n",
       "Weather Normalized Site Electricity Intensity (...                9.8  \n",
       "Weather Normalized Site Electricity (kWh)                         9.7  \n",
       "Electricity Use - Grid Purchase (kBtu)                            8.1  \n",
       "Electricity Use - Grid Purchase (kWh)                             8.1  \n",
       "Metered Areas (Energy)                                            7.7  \n",
       "Source EUI (kBtu/ft²)                                             7.2  \n",
       "Site EUI (kBtu/ft²)                                               7.2  \n",
       "Total GHG Emissions (Metric Tons CO2e)                            4.1  \n",
       "Indirect GHG Emissions (Metric Tons CO2e)                         3.7  \n",
       "Direct GHG Emissions (Metric Tons CO2e)                           3.6  \n",
       "NYC Building Identification Number (BIN)                          3.6  \n",
       "BBL - 10 digits                                                   2.1  \n",
       "NYC Borough, Block and Lot (BBL) self-reported                    2.1  \n",
       "Largest Property Use Type - Gross Floor Area (ft²)                0.1  \n",
       "Largest Property Use Type                                         0.1  \n",
       "List of All Property Use Types at Property                        0.0  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "missing_values_table(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your selected dataframe has 60 columns.\n",
      "There are 43 columns that have missing values.\n",
      "We will remove 19 columns.\n"
     ]
    }
   ],
   "source": [
    "# Get the columns with > 50% missing\n",
    "missing_df = missing_values_table(data);\n",
    "missing_columns = list(missing_df[missing_df['% of Total Values'] > 50].index)\n",
    "print('We will remove %d columns.' % len(missing_columns))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "drop_columns = ['Propane Use (kBtu)',\n",
    " 'District Hot Water Use (kBtu)',\n",
    " 'District Chilled Water Use (kBtu)',\n",
    " 'Fuel Oil #1 Use (kBtu)',\n",
    " 'Diesel #2 Use (kBtu)',\n",
    " 'Address 2 (self-reported)',\n",
    " 'Fuel Oil #5 & 6 Use (kBtu)',\n",
    " 'District Steam Use (kBtu)',\n",
    " 'Parent Property Name',\n",
    " 'Parent Property Id',\n",
    " 'Fuel Oil #4 Use (kBtu)',\n",
    " 'Annual Maximum Demand (kW)',\n",
    " 'Annual Maximum Demand (MM/YYYY)',\n",
    " '3rd Largest Property Use Type',\n",
    " '3rd Largest Property Use Type - Gross Floor Area (ft²)',\n",
    " 'Fuel Oil #2 Use (kBtu)',\n",
    " '2nd Largest Property Use - Gross Floor Area (ft²)',\n",
    " '2nd Largest Property Use Type',\n",
    " 'Metered Areas  (Water)']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data.drop(columns = list(missing_columns))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figsize(8, 8)\n",
    "\n",
    "data = data.rename(columns = {'ENERGY STAR Score': 'score'})\n",
    "\n",
    "# Histogram of the Energy Star Score\n",
    "plt.style.use('fivethirtyeight')\n",
    "plt.hist(data['score'].dropna(), bins = 100, edgecolor = 'k');\n",
    "plt.xlabel('Score'); plt.ylabel('Number of Buildings'); \n",
    "plt.title('Energy Star Score Distribution');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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IAwAAMAAhDAAAwACEMAAAAAMQwgAAAAxACAMAADAAIQwAAMAAhDAAAAADEMIAAAAMQAgDAAAwACEMAADAAIQwAAAAAxDCAAAADEAIAwAAMICDEQctKSnRJ598onXr1um7776Tk5OTHnzwQT3zzDPq27dvufqsrCzFxcUpJSVFFy9eVJs2bRQSEqLQ0FDZ25fPkfn5+Vq2bJm2bdumM2fOyMPDQwMGDNCYMWPUuHFjm+NZt26dVq9erVOnTsnJyUk9evRQeHi42rVrZ/M37N27V0uXLlVGRoZMJpN8fX01YsQI9e7d++YnCAAA1HuGXAmbNWuW3n77bf3444/q2bOnfH19lZycrFdeeUWLFy8uU3v06FG98MIL2rRpk1q2bKnevXsrOztb8+fP14wZM8r1fenSJY0bN04JCQmyt7dXUFCQ7OzstGLFCo0ePVqXLl0qt8+cOXM0d+5cnTlzRr169VLLli21efNmjRw5UkeOHClXn5iYqJdfflkHDhxQly5d5Ofnp9TUVEVGRmrNmjW1Nk8AAKD+uuVXwjZv3qyNGzeqXbt2iomJUfPmzSVJx48f19ixYxUXF6dHH31Ubdu2ldls1owZM1RQUKCZM2fqsccekyRduHBBERER+uKLLxQcHKyHH37Y2n9MTIwyMjIUEhKi119/Xfb29jKZTJo9e7Y2btyod999V5MnT7bWb926VYmJifL19dXChQutV8pWr16tuXPnaubMmfrggw9kZ2cnSTp37pzmzp2rxo0bKy4uTh07dpQkpaenKyIiQgsWLFBQUJA8PT1vyXwCAIA70y2/EvbFF19IkiIiIqwBTJI6duyoQYMGqbS0VHv27JEk7dmzRxkZGerevbs1gElSs2bNNGXKFEnSypUrre35+flat26dXF1dFRkZab1V6eDgoClTpqhJkyZav369Ll++bN3n/ffflyRNmjSpzK3Kp556SoGBgcrIyFBSUpK1fdWqVSouLtawYcOsAUySOnfurLCwMBUVFWnt2rU3PU8AAKB+u+UhbO7cufrwww/Vp0+fctsKCgokSQ0aNJAk7d69W5LUv3//crX+/v7y8PBQamqqdb9vvvlGRUVF6tGjh1xdXcvUu7i4qGfPnioqKlJycrKkq6Ht4MGDatKkibp161buGMHBwZKkXbt2WdsqG5OtegAAAFtueQhr2LChOnbsqEaNGpVp//rrr/XVV1/JxcXFGnBOnDghSerQoYPNvtq2bavS0lJlZmaWqb/2CtW12rdvL0nKyMiQJGVmZspsNsvb29vmAn/Lovzjx49LksxmszIzM2Vvby9vb2+b47G3t9eJEydkNpsrngQAAHDXM+TpSIsrV65oxowZyszMVGZmpu69917NmDHDepvy/PnzkqQWLVrY3N/SnpOTI+nqeq3K6i39Wupr2n9eXp6Ki4vVrFkzNWzYsFy9g4OD3N3dlZOTo4KCAptPYgIAAEgGh7Ds7Gx99dVXZdoyMjIUEBAgSda1W05OTjb3d3R0lCQVFhZWq97Sbqmraf9XrlyptP7afS5fvlxhCDt27FiF+9+OLhdevuPGfCsxN8Zh7o3D3BuDeTfOtXN///3310qfhoYwT09Pbdq0Sfb29tq7d68WLFig+fPn6/Llyxo5cqT1FqHlycTrXX/Lz9YtRVv1lr/WtP+K6io7hi219Yd3qzi7ON9xY75Vjh07xtwYhLk3DnNvDObdOHU194a+Md/Z2Vnu7u5q0qSJHnnkEUVFRcnOzk7Lli1TUVGRnJ2dJUlFRUU29y8uLpb0y5Wpquot7Za6mvbv4uJSaf21+1j6BgAAsOW2+mxR165ddd9996mgoECnT5/WPffcI+mXtVvXu34NWFX1lnbL2rCa9u/q6ioXFxddvHhRJpOpXL3JZFJubq4cHR3l5uZWxa8FAAB3s1sawsxms/75z3/qz3/+s80QI8m64N1kMlmfirQ8/Xh9X1lZWWrQoIH1SUXLU5G26q9t79SpkyRZn4o8efKkzXpLu6VfOzs7eXt7q6SkRN999125+qysLJWWllb4dCYAAIDFLQ1hdnZ22r59uzZv3mx9Ieu1Tp8+raysLDk7O6tdu3bW7zBu3769XG1aWpouXLggf39/6zvBHnroITk6Omrfvn1lXsgqXV1cv2/fPrm4uFjfCebs7Cx/f3/l5OQoLS2t3DEsxw0KCrK2VTYmS5utd6ABAABc65bfjhw6dKgk6e2331Z2dra1/cyZM3rzzTdVUlKi0NBQOTo6KiAgQB06dNCePXvKvIX+woULioqKkiQNHz7c2u7s7KzBgwcrLy9PUVFR1qttJpNJ0dHRys/PV0hISJkXuYaGhkqSoqKilJuba21fs2aN9u7dK19fX3Xv3t3aPmTIEDk6Omr58uX69ttvre3p6elKSEiQo6OjtU8AAICK3PKnI5999lklJSVp586d+sMf/iB/f3+VlJTo0KFDKiwsVFBQkMaPHy/p6tOL06ZNU0REhN566y2tX79eLVq0UHJysvLy8hQSEqJ+/fqV6X/ChAlKSkrShg0blJqaKh8fHx05ckSnT5+Wj4+PwsPDy9Q/+uij2rp1q7Zs2aLQ0FAFBATo7NmzOnTokNzc3DR9+vQy9a1atVJkZKSio6M1evRo9ezZU2azWfv371dJSYlmzJghDw+Pup1EAABwx7vlIczBwUHz58/XJ598osTERH3zzTeys7NTp06dNGTIEIWEhJR51USXLl20ZMkSLVq0SPv379fx48fVpk0bvfTSS3ryySfL9d+0aVPFx8crPj5e27Zt044dO+Tl5aWwsDCNGjXK+oTjtWbNmiU/Pz+tX79eu3btkru7uwYOHKjw8HC1bdu2XH1oaKi8vLyUkJCglJQUNWzYUP7+/ho1apQCAwNrd8IAAEC9ZJebm8v3deqBh8dOUXKfiXXSd1BKnD7/x4w66ftOx3t7jMPcG4e5Nwbzbpx6+Z4wAACAuxUhDAAAwACEMAAAAAMQwgAAAAxACAMAADAAIQwAAMAAhDAAAAADEMIAAAAMQAgDAAAwACEMAADAAIQwAAAAAxDCAAAADEAIAwAAMAAhDAAAwACEMAAAAAMQwgAAAAxACAMAADAAIQwAAMAAhDAAAAADEMIAAAAMQAgDAAAwACEMAADAAIQwAAAAAxDCAAAADEAIAwAAMAAhDAAAwACEMAAAAAMQwgAAAAxACAMAADAAIQwAAMAAhDAAAAADEMIAAAAMQAgDAAAwACEMAADAAIQwAAAAAxDCAAAADEAIAwAAMAAhDAAAwACEMAAAAAMQwgAAAAxACAMAADAAIQwAAMAAhDAAAAADEMIAAAAMQAgDAAAwACEMAADAAIQwAAAAAxDCAAAADEAIAwAAMAAhDAAAwACEMAAAAAMQwgAAAAzgYMRBS0pK9Omnn+rzzz/XyZMnVVpaqlatWmngwIF6/vnn5ejoaK3Nzs7WE088UWFf/v7+iouLK9OWn5+vZcuWadu2bTpz5ow8PDw0YMAAjRkzRo0bN7Y5nnXr1mn16tU6deqUnJyc1KNHD4WHh6tdu3Y2j7t3714tXbpUGRkZMplM8vX11YgRI9S7d+8bnBUAAHA3ueUhrKSkRK+99pp27twpFxcX+fn5ycHBQQcPHlRsbKx27typhQsXysnJSZJ05MgRSVKnTp3UqVOncv1dH5IuXbqkcePGKSMjQ+3atVNQUJAOHz6sFStWaPfu3Vq8eHG5IDZnzhwlJibK3d1dvXr1UnZ2tjZv3qydO3cqNjZWPj4+ZeoTExM1a9YsNWrUSD169FBJSYmSkpIUGRmpqVOnaujQobU5ZQAAoB665SFs3bp12rlzpzp16qS///3v8vT0lCTl5ubq1Vdf1YEDB7R48WJFRERI+iWEjRgxQoMGDaqy/5iYGGVkZCgkJESvv/667O3tZTKZNHv2bG3cuFHvvvuuJk+ebK3funWrEhMT5evrq4ULF1oD2urVqzV37lzNnDlTH3zwgezs7CRJ586d09y5c9W4cWPFxcWpY8eOkqT09HRFRERowYIFCgoKsv4uAAAAW275mrDExERJ0iuvvFImqLi7u2vKlCmSpE2bNlnbLSHM19e3yr7z8/O1bt06ubq6KjIyUvb2V3+eg4ODpkyZoiZNmmj9+vW6fPmydZ/3339fkjRp0qQyV8ieeuopBQYGKiMjQ0lJSdb2VatWqbi4WMOGDbMGMEnq3LmzwsLCVFRUpLVr11Z7PgAAwN3plocwd3d3tW/fXl26dCm3rW3btpKuXm2yOHr0qFxcXKzbKvPNN9+oqKhIPXr0kKura5ltLi4u6tmzp4qKipScnCzpamg7ePCgmjRpom7dupXrLzg4WJK0a9cua9vu3bslSf37969WPQAAgC23/HbkggULKtyWnp4uSdYrZBcvXtRPP/0kX19frVixQhs2bNCpU6fk5uamvn37auzYsbrnnnus+584cUKSylyhulb79u0lSRkZGQoKClJmZqbMZrO8vb2tV82uZVlvdvz4cUmS2WxWZmam7O3t5e3tXa6+bdu2sre314kTJ2Q2m623MAEAAK5327yiwmw2a9GiRZKkAQMGSPrlVuThw4e1cOFCeXh4WBfCr127ViNGjFBWVpa1D8sVtBYtWtg8RvPmzSVJOTk5kqTz589XWm9pt9Tn5eWpuLhYTZs2VcOGDcvVOzg4yN3dXVeuXFFBQUENfj0AALjbGPKKClsWLlyo5ORkeXh4KCwsTNLVW5GS1KFDB7399ttq3bq1JOny5cuaM2eONm3apGnTpmn58uXWdknWJyuvZ2m31FVVb3lVRmFhoSTpypUrldZfu8/ly5dtvg4DAABAuk1CWGxsrN577z01atRIb731lpo1ayZJGjZsmAYMGCBXV1e5u7tb652dnfXmm28qJSVFhw8f1oEDB9S1a1ebtxSvZTaby/zVUl/RbUNLnUV1bi9efwxbjh07VmU/t5PLhZfvuDHfSsyNcZh74zD3xmDejXPt3N9///210qehIcxkMmnevHlas2aNHB0dFRUVpYCAAOv2Bg0aWK9+Xc/JyUndu3fXxo0bdfjwYXXt2lXOzs6SpKKiIpv7WNotdVXVFxcXW48lXV3cX1n9tftY+raltv7wbhVnF+c7bsy3yrFjx5gbgzD3xmHujcG8G6eu5t6wEFZYWKipU6dq9+7dcnNz07x588oEsOqwrPGy3Ca0LNK3rPW6nqXdsl9V9devMXN1dZWLi4suXrwok8kkB4ey02cymZSbmytHR0e5ubnV6LcAAIC7iyEL8/Py8jR+/Hjt3r1bXl5eWrRokc0AFhcXp9dff10ZGRk2+/nhhx8k/fI0peWpyMzMTJv1lnbLm/ctT0WePHnSZr2l3dKvnZ2dvL29VVJSou+++65cfVZWlkpLSyt8OhMAAMDiloewn3/+WZMmTdLhw4fl7e2t+Pj4CkNLRkaGvvrqK23ZsqXctpycHO3Zs0cODg7q3r27JOmhhx6So6Oj9u3bV+aFrNLVK2/79u2Ti4uL9Z1gzs7O8vf3V05OjtLS0sodY/v27ZKkoKAga5vl25CWbbbq+/TpU9U0AACAu9wtD2GxsbE6ePCgvLy8FBMTIy8vrwprLd9g/OCDD5SammptLyws1OzZs1VQUKAnn3zServQ2dlZgwcPVl5enqKiomQymSRdvU0YHR2t/Px8hYSElHmRa2hoqCQpKipKubm51vY1a9Zo79698vX1tYY8SRoyZIgcHR21fPlyffvtt9b29PR0JSQkyNHR0donAABARW7pmrCLFy9q5cqVkqRmzZrpb3/7W4W1s2bNUq9evfTcc89pxYoVGjdunH71q1/J3d1dKSkpys3NVbdu3RQZGVlmvwkTJigpKUkbNmxQamqqfHx8dOTIEZ0+fVo+Pj4KDw8vU//oo49q69at2rJli0JDQxUQEKCzZ8/q0KFDcnNz0/Tp08vUt2rVSpGRkYqOjtbo0aPVs2dPmc1m7d+/XyUlJZoxY4Y8PDxqacYAAEB9dUtDWHp6uvXJwsOHD+vw4cMV1s6aNUvS1W86+vn5adWqVTp69KhKSkrUpk0bhYWFadiwYeUWxzdt2lTx8fGKj4/Xtm3btGPHDnl5eSksLEyjRo2yPuF4/bH8/Py0fv167dq1S+7u7ho4cKDCw8Ntfi4pNDRUXl5eSkhIUEpKiho2bCh/f3+NGjVKgYGBNzNFAADgLmGXm5tb8QutcMd4eOwUJfeZWCd9B6XE6fN/zKiTvu90PDJuHObeOMy9MZh349TV3N82ny0CAAC4mxDCAAAADEAIAwAAMAAhDAAAwACEMAAAAAMQwgAAAAxACAMAADAAIQwAAMAAhDAAAAADEMIAAAAMQAgDAAAwACEMAADAAIQwAAAAAxDCAAAADEAIAwAAMAAhDAAAwACEMAAAAAMQwgAAAAxACAMAADAAIQwAAMAAhDAAAAADEMIAAAAMQAgDAAAwACEMAADAAIQwAAAAAxDCAAAADEAIAwAAMAAhDAAAwACEMAAAAAMQwgAAAAxACAMAADAAIQwAAMAAhDAAAAADEMIAAAAMQAgDAAAwACEMAADAAIQwAAAAAxDCAAAADEAIAwAAMAAhDAAAwACEMAAAAAMQwgAAAAxACAMAADAAIQwAAMAAhDAAAAADEMIAAAAMQAgDAAAwACEMAADAAIQwAAAAAxDCAAAADEAIAwAAMAAhDAAAwACEMAAAAAM4GHHQkpISffrpp/r888918uRJlZaWqlWrVho4cKCef/55OTo6lqnPyspSXFycUlJSdPHiRbVp00YhISEKDQ2VvX35HJmfn69ly5Zp27ZtOnPmjDw8PDRgwACNGTNGjRs3tjmedevWafXq1Tp16pScnJzUo0cPhYeHq127djZ/w969e7V06VJlZGTIZDLJ19dXI0aMUO/evWtnkgAAQL12y6+ElZSU6LXXXtP8+fOVlZUlPz8/BQQE6Ny5c4qNjdWECRN05coVa/3Ro0f1wgsvaNOmTWrZsqV69+6t7OxszZ8/XzNmzCjX/6VLlzRu3DglJCTI3t5eQUFBsrOz04oVKzR69GhdunSp3D5z5szR3LlzdebMGfXq1UstW7bU5s2bNXLkSB05cqRcfWJiol5++WUdOHBAXbp0kZ+fn1JTUxUZGak1a9bU6nwBAID66ZZfCVu3bp127typTp066e9//7s8PT0lSbm5uXr11Vd14MABLV68WBERETKbzZoxY4YKCgo0c+ZMPfbYY5KkCxcuKCIiQl988YWCg4P18MMPW/uPiYlRRkaGQkJC9Prrr8ve3l4mk0mzZ8/Wxo0b9e6772ry5MnW+q1btyoxMVG+vr5auHCh9UrZ6tWrNXfuXM2cOVMffPCB7OzsJEnnzp3T3Llz1bhxY8XFxaljx46SpPT0dEVERGjBggUKCgqy/i4AAABbbvmVsMTEREnSK6+8UiaouLu7a8qUKZKkTZs2SZL27NmjjIwMde/e3RrAJKlZs2bW2pUrV1rb8/PztW7dOrm6uioyMtJ6q9LBwUFTpkxRkyZNtH79el2+fNm6z/vvvy9JmjRpUplblU899ZQCAwOVkZGhpKQka/uqVatUXFysYcOGWQOYJHXu3FlhYWEqKirS2rVrb26SAABAvXfLQ5i7u7vat2+vLl26lNvWtm1bSVevNknS7t27JUn9+/cvV+vv7y8PDw+lpqaqoKBAkvTNN9+oqKhIPXr0kKura5l6FxcX9ezZU0VFRUpOTpZ0NbQdPHhQTZo0Ubdu3codIzg4WJK0a9cua1tlY7JVDwAAYMstD2ELFizQqlWr5OzsXG5benq6JFmvkJ04cUKS1KFDB5t9tW3bVqWlpcrMzCxTf+0Vqmu1b99ekpSRkSFJyszMlNlslre3t80F/pZF+cePH5ckmc1mZWZmyt7eXt7e3jbHY29vrxMnTshsNtscAwAAgHQbvaLCbDZr0aJFkqQBAwZIks6fPy9JatGihc19LO05OTmSfrmCVlF98+bNy9TXtP+8vDwVFxeradOmatiwYbl6BwcHubu768qVK9arcwAAALbcNiFs4cKFSk5OloeHh8LCwiTJunbLycnJ5j6WV1kUFhZWq97Sbqmraf+WpzYrqr92n2vXnQEAAFzPkPeEXS82NlbvvfeeGjVqpLfeekvNmjWTJOstQsuTide7/pafrVuKtuotf61p/xXVVXYMW44dO1ZlP7eTy4WX77gx30rMjXGYe+Mw98Zg3o1z7dzff//9tdKnoSHMZDJp3rx5WrNmjRwdHRUVFaWAgADrdsu6saKiIpv7FxcXS/rlylRV9ZZ2S11N+3dxcam0/tp9bK15s6itP7xbxdnF+Y4b861y7Ngx5sYgzL1xmHtjMO/Gqau5N+x2ZGFhoV599VWtWbNGbm5u+sc//qE+ffqUqbnnnnsk/bJ263rXrwGrqt7SblkbVtP+XV1d5eLioosXL8pkMpWrN5lMys3NlaOjo9zc3Gz2CQAAIBkUwvLy8jR+/Hjt3r1bXl5eWrRoUZkrYBaWpyItTz9ey2w2KysrSw0aNLA+qWh5KtJW/bXtnTp1kiTrU5EnT560WW9pt/RrZ2cnb29vlZSU6LvvvitXn5WVpdLS0gqfzgQAALC45SHs559/1qRJk3T48GF5e3srPj6+wtBi+Q7j9u3by21LS0vThQsX5O/vb30n2EMPPSRHR0ft27ev3ML4wsJC7du3Ty4uLtZ3gjk7O8vf3185OTlKS0srdwzLcYOCgqo1Jkvb9Vf0AAAArnfLQ1hsbKwOHjwoLy8vxcTEyMvLq8LagIAAdejQQXv27CnzFvoLFy4oKipKkjR8+HBru7OzswYPHqy8vDxFRUVZbxmaTCZFR0crPz9fISEhZV7kGhoaKkmKiopSbm6utX3NmjXau3evfH191b17d2v7kCFD5OjoqOXLl+vbb7+1tqenpyshIUGOjo7WPgEAACpySxfmX7x40fqZoWbNmulvf/tbhbWzZs2Svb29pk2bpoiICL311ltav369WrRooeTkZOXl5SkkJET9+vUrs9+ECROUlJSkDRs2KDU1VT4+Pjpy5IhOnz4tHx8fhYeHl6l/9NFHtXXrVm3ZskWhoaEKCAjQ2bNndejQIbm5uWn69Oll6lu1aqXIyEhFR0dr9OjR6tmzp8xms/bv36+SkhLNmDFDHh4etTRjAACgvrqlISw9Pd36ZOHhw4d1+PDhCmtnzZolSerSpYuWLFmiRYsWaf/+/Tp+/LjatGmjl156SU8++WS5/Zo2bar4+HjFx8dr27Zt2rFjh7y8vBQWFqZRo0ZZn3C8/lh+fn5av369du3aJXd3dw0cOFDh4eHWTyldKzQ0VF5eXkpISFBKSooaNmwof39/jRo1SoGBgTc6PQAA4C5il5uby/d16oGHx05Rcp+JddJ3UEqcPv/HjDrp+07HI+PGYe6Nw9wbg3k3Tr17RQUAAMDdjBAGAABgAEIYAACAAQhhAAAABiCEAQAAGIAQBgAAYABCGAAAgAEIYQAAAAYghAEAABiAEAYAAGAAQhgAAIABCGEAAAAGIIQBAAAYgBAGAABgAEIYAACAAQhhAAAABqh2CIuPj1d2drbNbadPn1Z0dHStDQoAAKC+c6hs4+nTp63/PT4+Xt7e3jKZTOXqtm7dqs8++0x/+tOfan+EAAAA9VClIWzBggXauXOnJMlsNuvPf/6zzTqz2azevXvX/ugAAADqqUpD2JQpU7R3715J0uzZszVy5Ei1adOmTE2DBg3UuHFj9ezZs+5GCQAAUM9UGsI8PT01ZMgQSdKPP/6o3/3ud/Ly8rolAwMAAKjPKg1h1xo7dqwkKS8vT5cvX5bZbC5Xc++999beyAAAAOqxaoew06dPa8aMGTpw4ECFNf/5z39qZVAAAAD1XbVD2Pz585WZmalRo0bJy8tLdnZ2dTkuAACAeq3aISwpKUmTJ0/WE088UZfjAQAAuCtU+2WtTk5Oat68eV2OBQAA4K5R7RD2yCOPaMOGDXU5FgAAgLtGtW9HdurUSe+++65efPFF+fv7y8nJqcx2Ozs7hYeH1/oAAQAA6qNqh7CoqChJ0qFDh3To0KFy2wlhAAAA1VftELZnz566HAcAAMBdpdprwgAAAFB7qn0lbPbs2VXWTJs27aYGAwAAcLe4qduRhYWFKigokLu7ux544IFaHRgAAEB9Vu0QlpiYaLP98OHDeuONN/TUU0/V2qAAAADqu5teE+br66vRo0dr0aJFtTEeAACAu0KtLMz38PDQ999/XxtdAQAA3BWqfTuytLTUZttPP/2k9957T61atarVgQEAANRn1Q5hvXv3lp2dXYXbq/P0JAAAAK6qdggbPXp0uRBmZ2cnV1dX9evXT/fdd1+tDw4AAKC+qnYI45NEAAAAtafaIUySioqKtG7dOiUnJys/P1/u7u7q1q2bnnjiiXIf9AYAAEDFqh3CLl68qAkTJuj48eO699571bx5c506dUpbtmzRJ598ovj4eLm5udXlWAEAAOqNaoewhQsX6syZM3r33XcVEBBgbU9OTtbrr7+umJgYTZ48uU4GCQAAUN9U+z1h27dv17hx48oEMEkKCAjQ2LFjtX379lofHAAAQH1V7RB25coVtW7d2ua21q1b6+LFi7U2KAAAgPqu2iGsffv2+ve//21z2/bt23lFBQAAQA1Ue03Y8OHD9eabb6qkpEQDBw5U8+bNdf78ef3rX/9SYmKipkyZUpfjBAAAqFeqHcIeffRRfffdd1q2bJk+++wzSZLZbFajRo00evRoDR06tM4GCQAAUN9UK4SZzWbl5+dr9OjR+sMf/qCDBw/q4sWLatq0qR588EG5u7vX8TABAADqlyrXhKWlpen3v/+9PvzwQ0mSm5ubevfurZ49e2rSpEkaOXKkjhw5UucDBQAAqE8qDWFZWVmKjIyUnZ2dunTpUmabm5ub/ud//kcNGjTQ+PHj9cMPP9TpQAEAAOqTSkPYe++9J09PT7333nvq27dvmW2NGjXS4MGDtXTpUjVp0kTLli2ry3ECAADUK5WGsOTkZA0bNkyNGzeusKZp06YaNmyYkpKSan1wAAAA9VWlC/PPnz9f4Qtar9WhQwedOXPmhgeRmJioWbNmadGiRerWrVuZbdnZ2XriiScq3Nff319xcXFl2vLz87Vs2TJt27ZNZ86ckYeHhwYMGKAxY8bYDJQlJSVat26dVq9erVOnTsnJyUk9evRQeHi42rVrZ/O4e/fu1dKlS5WRkSGTySRfX1+NGDFCvXv3rvkEAACAu06lIczDw0Nnz56tspOcnJwbfkIyLS1N8+fPr3C7ZdF/p06d1KlTp3Lbrw9Jly5d0rhx45SRkaF27dopKChIhw8f1ooVK7R7924tXry4XBCbM2eOEhMT5e7url69eik7O1ubN2/Wzp07FRsbKx8fnzL1ltDYqFEj9ejRQyUlJUpKSlJkZKSmTp3K6zoAAECVKg1h3bt312effabHH3+80k4+//zzckGlOrZu3apZs2apsLCwwhpLCBsxYoQGDRpUZZ8xMTHKyMhQSEiIXn/9ddnb28tkMmn27NnauHGj3n333TIfGt+6dasSExPl6+urhQsXWgPa6tWrNXfuXM2cOVMffPCB7OzsJEnnzp3T3Llz1bhxY8XFxaljx46SpPT0dEVERGjBggUKCgqSp6dnjecDAADcPSpdE/aHP/xBqampevvtt1VUVFRue3FxsRYsWKB9+/bp6aefrvZBs7OzNX36dE2ZMkUlJSXy8PCosNYSwnx9favsNz8/X+vWrZOrq6siIyNlb3/15zk4OGjKlClq0qSJ1q9fr8uXL1v3ef/99yVJkyZNKnOF7KmnnlJgYKAyMjLKrHdbtWqViouLNWzYMGsAk6TOnTsrLCxMRUVFWrt2bfUmAgAA3LUqDWG+vr567bXX9Mknn+h3v/ud3nzzTS1cuFDvvPOO3njjDT3xxBNatWqVxo8fr1//+tfVPmhMTIw2btyoBx98UEuWLFH79u0rrD169KhcXFzUtm3bKvv95ptvVFRUpB49esjV1bXMNhcXF/Xs2VNFRUVKTk6WdDW0HTx4UE2aNCm3Fk2SgoODJUm7du2ytu3evVuS1L9//2rVAwAA2FLlG/Ofeuop3X///UpISNC///1v6xUxFxcX9erVS8OHD5efn1+NDtq+fXtNnz5djz32mPVqlS0XL17UTz/9JF9fX61YsUIbNmzQqVOn5Obmpr59+2rs2LG65557rPUnTpyQpDJXqK4/riRlZGQoKChImZmZMpvN8vb2tjkOy3qz48ePS7r65YDMzEzZ29vL29u7XH3btm1lb2+vEydOyGw2W29hAgAAXK9any3q2rWroqOjJUm5ublq0KCB3NzcbvigI0eOrFad5Vbk4cOHlZGRoYCAAHl5eSk9PV1r167V119/rZiYGGtYOnfunCSpRYsWNvtr3ry5pKsPEkhXn/6srN7SbqnPy8tTcXGxmjVrpoYNG5ard3BwkLu7u3JyclRQUFDpqz0AAMDdrdof8La4ld+JPHr0qKSrr8B4++23ra/LuHz5subMmaNNmzZp2rRpWr58ubVdkpycnGz2Z2m31FVV7+joKEnWBweuXLlSaf21+1y+fLnCEHbs2LEK978dXS68fMeN+VZibozD3BuHuTcG826ca+f+/vvvr5U+axzCbqVhw4ZpwIABcnV1LRP+nJ2d9eabbyolJUWHDx/WgQMH1LVr10pvbUpXbyde+1dLfUW3DS11FtW5vXj9MWyprT+8W8XZxfmOG/OtcuzYMebGIMy9cZh7YzDvxqmrua/yA95GatCggVq3bm3z6puTk5O6d+8u6ertSulqOJNk80nOa9stdVXVFxcXW48lXV0HV1n9tftY+gYAALDltg5hVbGs8bLcJrQs0res9bqepd2yX1X1168xc3V1lYuLiy5evCiTyVSu3mQyKTc3V46Ojje1Zg4AANR/t3UIi4uL0+uvv66MjAyb23/44QdJsr4Y1fJUZGZmps16S7vlzfuWpyJPnjxps97SbunXzs5O3t7eKikp0XfffVeuPisrS6WlpRU+nQkAAGBxW4ewjIwMffXVV9qyZUu5bTk5OdqzZ48cHBystyUfeughOTo6at++fWVeyCpdXVy/b98+ubi4WN8J5uzsLH9/f+Xk5CgtLa3cMbZv3y5JCgoKsrZZvg1p2Warvk+fPjfwawEAwN3ktg5hlm8wfvDBB0pNTbW2FxYWavbs2SooKNCTTz5pvV3o7OyswYMHKy8vT1FRUdZbhiaTSdHR0crPz1dISEiZF7mGhoZKkqKiopSbm2ttX7Nmjfbu3StfX19ryJOkIUOGyNHRUcuXL9e3335rbU9PT1dCQoIcHR2tfQIAAFTktn46slevXnruuee0YsUKjRs3Tr/61a/k7u6ulJQU5ebmqlu3boqMjCyzz4QJE5SUlKQNGzYoNTVVPj4+OnLkiE6fPi0fHx+Fh4eXqX/00Ue1detWbdmyRaGhoQoICNDZs2d16NAhubm5afr06WXqW7VqpcjISEVHR2v06NHq2bOnzGaz9u/fr5KSEs2YMaPSzzABAABIt3kIk65+09HPz0+rVq3S0aNHVVJSojZt2igsLEzDhg2Tg0PZn9C0aVPFx8crPj5e27Zt044dO+Tl5aWwsDCNGjXK+oTjtWbNmiU/Pz+tX79eu3btkru7uwYOHKjw8HCbn0sKDQ2Vl5eXEhISlJKSooYNG8rf31+jRo1SYGBgnc0FAACoP+xyc3MrfqEV7hgPj52i5D4T66TvoJQ4ff6PGXXS952O9/YYh7k3DnNvDObdOHfle8IAAADqK0IYAACAAQhhAAAABiCEAQAAGIAQBgAAYABCGAAAgAEIYQAAAAYghAEAABiAEAYAAGAAQhgAAIABCGEAAAAGIIQBAAAYgBAGAABgAEIYAACAAQhhAAAABiCEAQAAGIAQBgAAYABCGAAAgAEIYQAAAAYghAEAABiAEAYAAGAAQhgAAIABCGEAAAAGIIQBAAAYgBAGAABgAEIYAACAAQhhAAAABiCEAQAAGIAQBgAAYABCGAAAgAEIYQAAAAYghAEAABiAEAYAAGAAQhgAAIABCGEAAAAGIIQBAAAYgBAGAABgAEIYAACAAQhhAAAABiCEAQAAGIAQBgAAYABCGAAAgAEIYQAAAAYghAEAABiAEAYAAGAAQhgAAIABCGEAAAAGIIQBAAAYgBAGAABgAEIYAACAAQhhAAAABiCEAQAAGMDB6AFIUmJiombNmqVFixapW7du5bZnZWUpLi5OKSkpunjxotq0aaOQkBCFhobK3r58jszPz9eyZcu0bds2nTlzRh4eHhowYIDGjBmjxo0bl6svKSnRunXrtHr1ap06dUpOTk7q0aOHwsPD1a5dO5tj3rt3r5YuXaqMjAyZTCb5+vpqxIgR6t27903PBwAAqP8MvxKWlpam+fPnV7j96NGjeuGFF7Rp0ya1bNlSvXv3VnZ2tubPn68ZM2aUq7906ZLGjRunhIQE2dvbKygoSHZ2dlqxYoVGjx6tS5culdtnzpw5mjt3rs6cOaNevXqpZcuW2rx5s0aOHKkjR46Uq09MTNTLL7+sAwcOqEuXLvLz81NqaqoiIyO1Zs2am5oPAABwdzD0StjWrVs1a9YsFRYW2txuNps1Y8YMFRQUaObMmXrsscckSRcuXFBERIS++OILBQcH6+GHH7buExMTo4yMDIWEhOj111+Xvb29TCaTZs+erY0bN+rdd9/V5MmTy4whMTFRvr6+WrhwofVK2erVqzV37lzNnDlTH3zwgezs7CRJ586d09y5c9W4cWPFxcWpY8eOkqT09HRFRERowYIFCgoKkqenZ53MGQAAqB8MuRKWnZ2t6dOna8qUKSopKZGHh4fNuj179igjI0Pdu3e3BjBJatasmaZMmSJJWrlypbU9Pz9f69atk6urqyIjI623Kh0cHDRlyhQ1adJE69ev1+XLl637vP/++5KkSZMmlblV+dRTTykwMFAZGRlKSkqytq9atUrFxcUaNmyYNYBJUufOnRUWFqaioiKtXbv2JmYHAADcDQwJYTExMdq4caMefPBBLVmyRO3bt7dZt3v3bklS//79y23z9/eXh4eHUlNTVVBQIEn65ptvVFRUpB49esjV1bVMvYuLi3r27KmioiIlJydLuhraDh48qCZNmthcixYcHCxJ2rVrV7XGZKseAADAFkNCWPv27TV9+nQtXbpUnTp1qrDuxIkTkqQOHTrY3N62bVuVlpYqMzOzTP21V6iuP64kZWRkSJIyMzNlNpvl7e1tc4G/ZVH+8ePHJV29PZqZmSl7e3t5e3vbHI+9vb1OnDghs9lc4e8CAAAwZE3YyJEjq1V3/vx5SVKLFi1sbre05+TkSLq6Xquy+ubNm5epr2n/eXl5Ki4uVrNmzdSwYcNy9Q4ODnJ3d1dOTo4KCgpsPokJAAAg3QZPR1bGsnbLycnJ5nZHR0dJsi7sr6re0m6pq2n/V65cqbT+2n2uXXcGAABwvdviPWEVsdwitDyZeL3rb/nZuqVoq97y15r2X1FdZcew5dixY1X2czu5XHj5jhvzrcTcGIe5Nw5zbwzm3TjXzv39999fK33e1iHM2dlZklRUVGRze3FxsaRfrkxVVW9pt9TVtH8XF5dK66/dx9K3LbX1h3erOLs433FjvlWOHTvG3BiEuTcOc28M5t04dTX3t/XtyHvuuUfSL2u3rnf9GrCq6i3tlrVhNe3f1dVVLi4uunjxokwmU7l6k8mk3NxcOTo6ys3NrYpfBwAA7ma3dQizPBVpefrxWmazWVlZWWrQoIH1SUXLU5G26q9ttzyRaXkq8uTJkzbrLe2Wfu3s7OTt7a2SkhJ999135eqzsrJUWlpa4dOZAAAAFrd1CLN8h3H79u3ltqWlpenChQvy9/e3vhPsoYcekqOjo/bt21duYXxhYaH27dsnFxcX6zvBnJ2d5e/vr5ycHKWlpZU7huW4QUFB1RqTpa1Pnz41/akAAOAuc1uHsICAAHXo0EF79uwp8xb6CxcuKCoqSpI0fPhwa7uzs7MGDx6svLw8RUVFWW8ZmkwmRUdHKz8/XyEhIWVe5BoaGipJioqKUm5urrV9zZo12rt3r3x9fdW9e3dr+5AhQ+To6Kjly5fr22+/tbanp6crISFBjo6O1j4BAAAqclsvzLe3t9e0adMUERGht956S+vXr1eLFi2UnJysvLw8hYSEqF+/fmX2mTBhgpKSkrRhwwalpqbKx8dHR44c0enTp+Xj46Pw8PAy9Y8++qi2bt2qLVu2KDQ0VAEBATp79qwOHTokNzc3TZ8+vUx9q1atFBkZqejoaI0ePVo9e/aU2WzW/v37VVJSohkzZlT4GSYAAACL2zqESVKXLl20ZMkSLVq0SPv379fx48fVpk0bvfTSS3ryySfL1Tdt2lTx8fGKj4/Xtm3btGPHDnl5eSksLEyjRo2yPuF4rVmzZsnPz0/r16/Xrl275O7uroEDByo8PFxt27YtVx8aGiovLy8lJCQoJSVFDRs2lL+/v0aNGqXAwMA6mQcAAFC/2OXm5vJ9nXrg4bFTlNxnYp30HZQSp8//MaNO+r7T8ci4cZh74zD3xmDejXNXvqICAACgviKEAQAAGIAQBgAAYABCGAAAgAEIYQAAAAYghAEAABiAEAYAAGAAQhgAAIABCGEAAAAGIIQBAAAYgBAGAABgAEIYAACAAQhhAAAABiCEAQAAGIAQBgAAYABCGAAAgAEIYQAAAAYghAEAABiAEAYAAGAAQhgAAIABCGEAAAAGIIQBAAAYgBAGAABgAEIYAACAAQhhAAAABiCEAQAAGIAQBgAAYABCGAAAgAEIYQAAAAYghAEAABiAEAYAAGAAQhgAAIABCGEAAAAGIIQBAAAYgBAGAABgAEIYAACAAQhhAAAABiCEAQAAGIAQBgAAYABCGAAAgAEIYQAAAAYghAEAABiAEAYAAGAAQhgAAIABCGEAAAAGIIQBAAAYgBAGAABgAEIYAACAAQhhAAAABiCEAQAAGIAQBgAAYABCGAAAgAEIYQAAAAZwMHoA1bFhwwbNmDGjwu2jRo3ShAkTrP87KytLcXFxSklJ0cWLF9WmTRuFhIQoNDRU9vblc2d+fr6WLVumbdu26cyZM/Lw8NCAAQM0ZswYNW7cuFx9SUmJ1q1bp9WrV+vUqVNycnJSjx49FB4ernbt2tXKbwYAAPXbHRHCjhw5Ikn69a9/rWbNmpXb/sADD1j/+9GjRzVu3DgVFBTI399fnTt3VlJSkubPn6+DBw9q1qxZZfa9dOmSxo0bp4yMDLVr105BQUE6fPiwVqxYod27d2vx4sXlgticOXOUmJgod3d39erVS9nZ2dq8ebN27typ2NhY+fj41MEsAACA+uSOCGFHjx6VJE2bNk2enp4V1pnNZs2YMUMFBQWaOXOmHnvsMUnShQsXFBERoS+++ELBwcF6+OGHrfvExMQoIyNDISEhev3112Vvby+TyaTZs2dr48aNevfddzV58mRr/datW5WYmChfX18tXLjQGtBWr16tuXPnaubMmfrggw9kZ2dXF1MBAADqiTtiTdjRo0fl4eFRaQCTpD179igjI0Pdu3e3BjBJatasmaZMmSJJWrlypbU9Pz9f69atk6urqyIjI623Kh0cHDRlyhQ1adJE69ev1+XLl637vP/++5KkSZMmlblC9tRTTykwMFAZGRlKSkq6+R8NAADqtds+hJ0+fVr5+fl68MEHq6zdvXu3JKl///7ltvn7+8vDw0OpqakqKCiQJH3zzTcqKipSjx495OrqWqbexcVFPXv2VFFRkZKTkyVdDW0HDx5UkyZN1K1bt3LHCA4OliTt2rWrJj8RAADchW77EGa5Fenh4aF58+bpqaeeUt++fRUaGqrFixerqKjIWnvixAlJUocOHWz21bZtW5WWliozM7NMfceOHW3Wt2/fXpKUkZEhScrMzJTZbJa3t7fNBf6WRfnHjx+v6c8EAAB3mds+hFkW5X/22Wf617/+pQ4dOqhLly46c+aMYmNjFRERoStXrkiSzp8/L0lq0aKFzb4s7Tk5OZKkc+fOVVrfvHnzMvU17R8AAKAit/3CfEsIe+SRRzRt2jQ5OztLkn744QdNnjxZaWlpiomJ0aRJk6xrt5ycnGz25ejoKEkqLCyUpCrrLe2Wupr2DwAAUJHbPoTNnTtXp0+fVps2bdSwYUNre6tWrTR9+nSFhYVp7dq1evnll623CCt6MtFsNpf537ZuKdqqt/y1pv1X5NixY9Wqu11cLrx8x435VmJujMPcG4e5Nwbzbpxr5/7++++vlT5v+xDm6OhY4RqvBx54QJ6ensrOzlZWVpb1Ktm168SuVVxcLOmXK1lV1VvaLXU17b8itfWHd6s4uzjfcWO+VY4dO8bcGIS5Nw5zbwzm3Th1Nfe3/ZqwqljWbRUVFemee+6R9MvaretdvwasqnpLu+UYNe0fAACgIrd1CCsoKNBbb72l119/XSaTyWbNDz/8IOlqQLJcMbM8/Xgts9msrKwsNWjQQN7e3pJ+eSrSVv217Z06dZIk61ORJ0+etFlvaa/oaUsAAACL2zqEubi4aNu2bfrqq6+s7+q61u7du5Wbm6tOnTrpnnvuUe/evSVJ27dvL1eblpamCxcuyN/f3/pOsIceekiOjo7at29fmReySlcX1+/bt08uLi7Wd4I5OzvL399fOTk5SktLK3cMy3GDgoJu6ncDAID677YOYXZ2dgoJCZEkvf322zp79qx12/fff6+oqChJVz/gLUkBAQHq0KGD9uzZo7Vr11prL1y4YK0dPny4td3Z2VmDBw9WXl6eoqKirFfbTCaToqOjlZ+fr5CQkDIvcg0NDZUkRUVFKTc319q+Zs0a7d27V76+vurevXvtTQIAAKiXbvuF+S+++KK++eYbpaam6umnn5a/v78kKSkpScXFxXruuef06KOPSrr69OK0adMUERGht956S+vXr1eLFi2UnJysvLw8hYSEqF+/fmX6nzBhgpKSkrRhwwalpqbKx8dHR44c0enTp+Xj46Pw8PAy9Y8++qi2bt2qLVu2KDQ0VAEBATp79qwOHTokNzc3TZ8+/dZMDAAAuKPd9iHMyclJCxcu1IoVK/TFF18oKSlJDRs2lJ+fn5555hkNGDCgTH2XLl20ZMkSLVq0SPv379fx48fVpk0bvfTSS3ryySfL9d+0aVPFx8crPj5e27Zt044dO+Tl5aWwsDCNGjVKLi4u5faZNWuW/Pz8tH79eu3atUvu7u4aOHCgwsPD1bZt2zqbCwAAUH/Y5ebmVu/lVritPTx2ipL7TKyTvoNS4vT5P2bUSd93Oh4ZNw5zbxzm3hjMu3F4RQUAAEA9QggDAAAwACEMAADAAIQwAAAAAxDCAAAADEAIAwAAMAAhDAAAwACEMAAAAAMQwgAAAAxACAMAADAAIQwAAMAAhDAAAAADEMIAAAAMQAgDAAAwACEMAADAAIQwAAAAAxDCAAAADEAIAwAAMAAhDAAAwACEMAAAAAMQwgAAAAxACAMAADAAIQwAAMAAhDAAAAADEMIAAAAMQAgDAAAwACEMAADAAIQwAAAAAxDCAAAADEAIAwAAMAAhDAAAwACEMAAAAAMQwgAAAAxACAMAADAAIQwAAMAAhDAAAAADEMIAAAAMQAgDAAAwACEMAADAAIQwAAAAAxDCAAAADEAIAwAAMAAhDAAAwACEMAAAAAMQwgAAAAxACAMAADAAIQwAAMAAhDAAAAADEMIAAAAMQAgDAAAwACEMAADAAIQwAAAAAxDCAAAADOBg9ADuZHv37tXSpUuVkZEhk8kkX19fjRgxQr179zZ6aAAA4DbHlbAblJiYqJdfflkHDhxQly5d5Ofnp9TUVEVGRmrNmjVGDw8AANzmuBJ2A86dO6e5c+eqcePGiouLU8eOHSVJ6enpioiI0IIFCxQUFCRPT0+DRwoAAG5XXAm7AatWrVJxcbGGDRtmDWCS1LlzZ4WFhamoqEhr1641boAAAOC2Rwi7Abt375Yk9e/fv9y24OBgSdKuXbtu5ZAAAMAdhhBWQ2azWZmZmbK3t5e3t3e57W3btpW9vb1OnDghs9lswAgBAMCdwC43N5ekUAMXL17Uo48+qmbNmulf//qXzZpBgwYpJydHX331lRo3bnyLRwgAAO4EXAmroStXrkiSnJycKqxxdHSUJF2+fPmWjAkAANx5CGE1ZGdnV2WN5TYktyMBAEBFCGE15OLiIkkqKiqqsKa4uFiS5OzsfEvGBAAA7jyEsBpydXWVi4uLLl68KJPJVG67yWRSbm6uHB0d5ebmZsAIAQDAnYCXtdaQnZ2dvL29dejQIX333Xfq0KFDme1ZWVkqLS0t8/6wG1Ebn0Q6e/as4uPjtWfPHp0/f15eXl567LHHFBYWpkaNGt3U+Oqzm517k8mk4OBg6xXR63l6eioxMbE2h1zvJCYmatasWVq0aJG6detW7f0452/ejcw95/yNKSkp0aeffqrPP/9cJ0+eVGlpqVq1aqWBAwfq+eeft64vrgrnfc3UxrzX1jlPCLsBvXv31qFDh7R9+/ZyIWz79u2SpD59+txw/5Z/CDZq1Eg9evRQSUmJkpKSFBkZqalTp2ro0KFV9pGdna3Ro0frzJkz8vHxka+vr1JTUxUbG6v9+/frnXfekYMDf/zXq425z8zMVHFxse677z75+fmV296kSZO6GHq9kZaWpvnz59d4P875m3ejc885X3MlJSV67bXXtHPnTrm4uMjPz08ODg46ePCgYmNjtXPnTi1cuLDSh8Akzvuaqq15r61znj+ZGzBkyBAlJCRo+fLl6tWrlx588EFJVz9blJCQIEdHR4WGht5Q37X1SaTo6GidOXNG48aN0+jRoyVdfVpz8uTJ2rt3r1auXKnhw4ff0Bjrq9qa+yNHjki6ep68+OKLdT7u+mTr1q2aNWuWCgsLa7wv5/zNuZm555yvuXXr1mnnzp3q1KmT/v73v1v/uZKbm6tXX31VBw4c0OLFixUREVFpP5z3NVNb815b5zxrwm5Aq1atFBkZqYKCAo0ePVqRkZGaOHGixowZo8LCQr3xxhvy8PC4ob5r45NIWVlZ2rFjh+677z6NGjXK2u7s7Kw333xTDRo00KpVq25ofPVZbX2O6ujRo5JkDeeoWnZ2tqZPn64pU6aopKSkxn//cM7fuJude4lz/kZYblW98sorZf6Pnbu7u6ZMmSJJ2rRpU6V9cN7XXG3Mu1R75zwh7AaFhobq7bfflp+fn1JSUpSeni5/f3+98847euyxx26439r4JNJ//vMfmc1m9e3bV/b2Zf+I7733Xvn4+OjHH3/UiRMnbnic9VFtfY7K8v+QfHx8am9w9VxMTIw2btyoBx98UEuWLFH79u1rtD/n/I272bmXOOdvhLu7u9q3b68uXbqU29a2bVtJV6/OV4bzvuZqY96l2jvnuR15E/r166d+/frVWn81/SRSRe8ss/wNV9HDAe3atVN6erqOHz9ebk3b3aq25t5sNuvo0aNq3ry5/v3vf2vt2rU6efKkGjVqpMDAQI0dO1bt2rWr659zx2nfvr2mT5+uxx57rNy/TKqDc/7G3ezcc87fmAULFlS4LT09XZKqXPrAeV9ztTHvtXnOcyXsNpKXl6fi4mI1bdpUDRs2LLfdwcFB7u7uunLligoKCirsx5LiW7RoYXO7pT0nJ6cWRl0/1Nbcnz59WgUFBTp//rzmzp2rRo0aqXv37mrUqJE2bdqkF154QampqXX5U+5II0eO1ODBg28oBEic8zfjZueec752mc1mLVq0SJI0YMCASms572tPTea9Ns95roTdRmr6SaSKvktp+VxSRf1Y+riRBbj1VW3NveUStaenpxYsWKAHHnhA0tXHmf/v//5PH3zwgf785z/r008/rfbj56ga57xxOOdr18KFC5WcnCwPDw+FhYVVWst5X3tqMu+1ec4Twm4jtfVJJMv/o62qPz6r9IvamvuHH35Yn332mezt7XXPPfdY2x0cHPTHP/5RSUlJOnz4sLZv366BAwfe/MAhiXPeSJzztSc2NlbvvfeeGjVqpLfeekvNmjWrtJ7zvnbUdN5r85znduRtpLY+iWTZVlE/lnY+q/SL2pp7Ozs7eXl5lfkb08Le3l5BQUGSpMOHD9/McHEdznnjcM7fPJPJpL/+9a9avHixHB0dFR0drYCAgCr347y/OTc677V5znMl7DZy/SeRrn/BXnU/iWQ5Mc6fP29ze1XrCO5GtTX3VWnevLmkX25/onZwzt++OOcrV1hYqKlTp2r37t1yc3PTvHnzqhUEJM77m3Ez816VmpzzXAm7jVg+iVRSUqLvvvuu3PbqfhLJ8hRMRY8lnzx5UlLFT9TcjWpr7j/++GO98cYb2rt3r83tP/zwg6Sqn75BzXDOG4dz/sbl5eVp/Pjx2r17t7y8vLRo0aIaBQHO+xtzs/Nem+c8Iew2Y/k+oeXzR9eq7ieRLH18/fXXKi0tLbPtp59+0tGjR9WyZUseWb5Obcz96dOntWXLFn3++eflthUVFenLL7+UJP3617++2eHiGpzzxuGcvzE///yzJk2apMOHD8vb21vx8fE1Dkuc9zVXG/Nem+c8Iew2M2TIEDk6Omr58uX69ttvre0VfRLpp59+0smTJ5Wbm2tta926tXr37q2srCzFxsZa2y9fvqw5c+aopKREzz333C35PXeS2pj73/3ud2rQoIG++OILffXVV9Z2k8mk+fPn68cff1SfPn14s/hN4Jw3Dud87YmNjdXBgwfl5eWlmJgYeXl5VVrPeV87amPea/Oct8vNzeWxidvMJ598oujoaDk4OKhnz54ym83av3+/SkpKNGPGjDJv5B8/frySk5M1ZswYhYeHW9tPnz6tMWPG6Pz58+rYsaPatWuntLQ0nTt3Tn369NH8+fP5qKsNtTH3K1eu1IIFC2Q2m9W5c2fde++9OnjwoM6cOaP27dsrJibmhj9rdbewzO2iRYvUrVs3m9s45+vGjcw953zNXLx4UUOGDFFRUZF8fX0r/UrBrFmzJHHe14banPfaOuf5k7kNhYaGysvLSwkJCUpJSVHDhg3l7++vUaNGKTAwsFp9tG7dWsuWLVNsbKx27dql77//Xq1atdIzzzyjZ599lr8pK1Abc//MM8/I29tb77//vg4dOqSMjAzde++9GjVqlEaOHGl9EhO1i3PeOJzzNZOenm59cvHw4cOVPkVnCQMV4byvvtqc99o657kSBgAAYADWhAEAABiAEAYAAGAAQhgAAIABCGEAAAAGIIQBAAAYgBAGAABgAF4gAgAVMJvNsrOzM3oYACqRmJioWbNm2XzBcE3MnDnT5qeIrjd48GBNnz79ho9zLUIYgHrtxIkTWrp0qZKSkpSbm6smTZrI399fw4cP169+9Str3cyZM7Vv3z4lJiZKklJTUxUfH6933nnnpsdQ1Yt+r/2H+pNPPil/f/8KXxYZGBioUaNGacKECZKkRYsWKT4+Xrt27eLFnLjrpKWlaf78+bXS169+9SuVlJTY3FZaWqotW7aotLRUPj4+tXI8iRAGoB47fvy4xowZowceeEATJ06Uh4eHcnJytHr1ao0bN07R0dHq16+fJGnUqFF6+umnrfuuXbtWmZmZtTaWxx9/XCEhITa38UkfoOa2bt2qWbNmqbCwsFb6Gzp0qIYOHWpzW2xsrEpLSzVgwAA9++yztXI8iRAGoB5bsWKFXF1d9b//+79q2LChtf23v/2twsLCtHDhQmsIa9u2bZ2OxcvL66ZulQC4Kjs7WwsXLtTGjRvl5ORk/T9XdSUlJUVLly6Vh4eH3njjjVrtm4X5AOotyz+YzeayX2dr2LChJk6cWObK1MyZMzVkyBBJVz/a+/nnn+vMmTMKDAxUUlKSJCkvL09z587VoEGD1LdvX40YMUI7d+68NT8GgCQpJiZGGzdu1IMPPqglS5ZU+iFuSTp48KAmT56sgQMHqm/fvvr973+vd999VwUFBVUeq7S0VNHR0SotLdWkSZPUtGnTWvoVVxHCANRbv/nNb3TmzBmNHj1an3zyiU6ePGnd1qdPHz3zzDM293vttdfUp08fNWvWTIsWLZKPj4+Ki4sVERGhL7/8Ui+++KL++te/qnXr1nr11Vf19ddfVzkWs9ksk8lk8z8Aqq99+/aaPn26li5dqk6dOlVam5iYqLFjx+rrr79W69at1bdvXxUXF2vp0qUaO3asLl68WOn+a9euVUZGhvz8/DRo0KDa/BmSuB0JoB4bOnSozp8/r+XLlys6OlqS5O7urp49e2ro0KHq0aOHzf06deqkZs2aqWHDhtZbiGvXrtWRI0cUExOjgIAASVK/fv30xz/+Uf/4xz+stzUrsmzZMi1btszmtg8//FAdO3a8sR8J3GVGjhxZrbrMzEz99a9/lbOzs/72t7/J399fkmQymTRv3jytWbNG8+bN01/+8heb+5tMJi1ZskSSNGbMmNoZ/HUIYQDqtTFjxmjYsGHas2eP9u/fr6SkJG3evFmbN2/W888/r4kTJ1arn/3798vd3V2/+tWvyly9Cg4OVlRUlH788Ue1bNmywv2feOIJ/f73v7e57b777qvRb+K1GUDVPvroI/3888+aOHGiNYBJkoODg1599VXt3LlTW7Zs0cSJE+Xp6Vlu/y1btujMmTO6//771adPnzoZIyEMQL3n6uqqhx9+WA8//LAkKSsrS3/5y1/0/vvva/DgwdW6CpWbm6vc3NwK/2F89uzZSkNYixYt1Llz5yqP4+TkpOLiYpvbLO3Ozs5V9gPc7SxrObt3715uW6NGjRQQEKAvvvhCKSkpGjhwYLmajz76SJIUFhZWZ2MkhAGol7KzszVixAiNHTtWoaGhZba1a9dOr7zyikaOHKkTJ05UK4Q1btxYrVu31pw5c2xub9euXa2Mu0WLFjp37pzNbdnZ2ZKk5s2b18qxgPrM8vfLc889V626a50+fVrp6elydnZWcHBwXQxPEiEMQD3VokULOTo66uOPP9bjjz8uFxeXMtst7wCrKIDZ25d9bql79+76+uuv1bRpU7Vu3dra/sEHHygpKanCcFZTAQEBWrJkib7//vtytym//PJL2dvb66GHHqqVYwH1WWlpqSTpv/7rvyq9hW9rOcC2bdskXV336eTkVCfjkwhhAOqpBg0aaMqUKZo8ebLCwsL09NNPq0OHDvr555+VlJSkjz/+WL///e/VoUMHm/u7ubkpNzdXX3/9tbp27aohQ4bok08+0csvv6yRI0eqVatWSkpK0vLlyzV48OAqbxFmZ2crJSXF5raGDRuqS5cukqQ//OEPWrduncaPH6+wsDB16NBBRUVF2rt3rz7++GM988wzZUIgANtatGihH3/8US+//LK8vLxqtK/l1TN1eRVMIoQBqMeCgoK0bNkyJSQkaMWKFcrJyZGDg4M6duyoP/3pT9b3gtkydOhQ7dixQ1OnTtWbb76pQYMGKTY2VgsXLlRMTIwuXbokLy8vjR07ViNGjKhyLBs2bNCGDRtsbvPw8NAXX3wh6Wr4W7ZsmRYvXqyPPvpI586dU6NGjdSuXTtNnTpVv/vd725sMoC7TLdu3fTjjz9q165dNt+E/8c//lEFBQV69dVXrf8nSLr6Oplvv/1Wksos6K8Ldrm5ueaqywAAAG4/48ePV3JycrkPeKenp+vFF19U48aNNW/ePOttfLPZrMWLF2vRokXy8PDQ+vXr1ahRI+t+J0+e1B/+8Ad5enpavyVbV7gSBgAA6p3OnTsrMjJSf//73zV+/Hj5+PioZcuWysjI0KlTp+To6Ki5c+eWCWCS9MMPP0iSWrVqVedjJIQBAIB6adiwYfLx8dGKFSuUlpamEydOyNPTU4MHD9YLL7xg86nmCxcuSJLNd4fVNm5HAgAAGIBvRwIAABiAEAYAAGAAQhgAAIABCGEAAAAGIIQBAAAYgBAGAABgAEIYAACAAQhhAAAABiCEAQAAGIAQBgAAYID/B0QHUKONPp7PAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figsize(8, 8)\n",
    "plt.hist(data['Site EUI (kBtu/ft²)'].dropna(), bins = 20, edgecolor = 'black');\n",
    "plt.xlabel('Site EUI'); \n",
    "plt.ylabel('Count'); plt.title('Site EUI Distribution');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    3.188800e+04\n",
       "mean     9.922633e+02\n",
       "std      1.349948e+05\n",
       "min      0.000000e+00\n",
       "25%      5.800000e+01\n",
       "50%      7.990000e+01\n",
       "75%      1.034000e+02\n",
       "max      2.405806e+07\n",
       "Name: Site EUI (kBtu/ft²), dtype: float64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Site EUI (kBtu/ft²)'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Order</th>\n",
       "      <th>Property Id</th>\n",
       "      <th>Property Name</th>\n",
       "      <th>BBL - 10 digits</th>\n",
       "      <th>NYC Borough, Block and Lot (BBL) self-reported</th>\n",
       "      <th>NYC Building Identification Number (BIN)</th>\n",
       "      <th>Address 1 (self-reported)</th>\n",
       "      <th>Postal Code</th>\n",
       "      <th>Street Number</th>\n",
       "      <th>Street Name</th>\n",
       "      <th>Borough</th>\n",
       "      <th>DOF Gross Floor Area (ft²)</th>\n",
       "      <th>Self-Reported Gross Floor Area (ft²)</th>\n",
       "      <th>Primary Property Type - Self Selected</th>\n",
       "      <th>List of All Property Use Types at Property</th>\n",
       "      <th>Largest Property Use Type</th>\n",
       "      <th>Largest Property Use Type - Gross Floor Area (ft²)</th>\n",
       "      <th>Year Built</th>\n",
       "      <th>Number of Buildings</th>\n",
       "      <th>Occupancy</th>\n",
       "      <th>Metered Areas (Energy)</th>\n",
       "      <th>score</th>\n",
       "      <th>Source EUI (kBtu/ft²)</th>\n",
       "      <th>Weather Normalized Source EUI (kBtu/ft²)</th>\n",
       "      <th>Site EUI (kBtu/ft²)</th>\n",
       "      <th>Weather Normalized Site EUI (kBtu/ft²)</th>\n",
       "      <th>Weather Normalized Site Electricity Intensity (kWh/ft²)</th>\n",
       "      <th>Weather Normalized Site Natural Gas Intensity (therms/ft²)</th>\n",
       "      <th>Natural Gas Use (kBtu)</th>\n",
       "      <th>Weather Normalized Site Natural Gas Use (therms)</th>\n",
       "      <th>Electricity Use - Grid Purchase (kBtu)</th>\n",
       "      <th>Electricity Use - Grid Purchase (kWh)</th>\n",
       "      <th>Weather Normalized Site Electricity (kWh)</th>\n",
       "      <th>Total GHG Emissions (Metric Tons CO2e)</th>\n",
       "      <th>Direct GHG Emissions (Metric Tons CO2e)</th>\n",
       "      <th>Indirect GHG Emissions (Metric Tons CO2e)</th>\n",
       "      <th>Water Use (All Water Sources) (kgal)</th>\n",
       "      <th>Water Use Intensity (All Water Sources) (gal/ft²)</th>\n",
       "      <th>Water Required?</th>\n",
       "      <th>Generation Date</th>\n",
       "      <th>DOF Benchmarking Submission Status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [Order, Property Id, Property Name, BBL - 10 digits, NYC Borough, Block and Lot (BBL) self-reported, NYC Building Identification Number (BIN), Address 1 (self-reported), Postal Code, Street Number, Street Name, Borough, DOF Gross Floor Area (ft²), Self-Reported Gross Floor Area (ft²), Primary Property Type - Self Selected, List of All Property Use Types at Property, Largest Property Use Type, Largest Property Use Type - Gross Floor Area (ft²), Year Built, Number of Buildings, Occupancy, Metered Areas (Energy), score, Source EUI (kBtu/ft²), Weather Normalized Source EUI (kBtu/ft²), Site EUI (kBtu/ft²), Weather Normalized Site EUI (kBtu/ft²), Weather Normalized Site Electricity Intensity (kWh/ft²), Weather Normalized Site Natural Gas Intensity (therms/ft²), Natural Gas Use (kBtu), Weather Normalized Site Natural Gas Use (therms), Electricity Use - Grid Purchase (kBtu), Electricity Use - Grid Purchase (kWh), Weather Normalized Site Electricity (kWh), Total GHG Emissions (Metric Tons CO2e), Direct GHG Emissions (Metric Tons CO2e), Indirect GHG Emissions (Metric Tons CO2e), Water Use (All Water Sources) (kgal), Water Use Intensity (All Water Sources) (gal/ft²), Water Required?, Generation Date, DOF Benchmarking Submission Status]\n",
       "Index: []"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.loc[data['Site EUI (kBtu/ft²)'] == 860, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "first_quartile = data['Site EUI (kBtu/ft²)'].describe()['25%']\n",
    "third_quartile = data['Site EUI (kBtu/ft²)'].describe()['75%']\n",
    "\n",
    "iqr = third_quartile - first_quartile\n",
    "\n",
    "data = data[(data['Site EUI (kBtu/ft²)'] > (first_quartile - 3 * iqr)) &\n",
    "            (data['Site EUI (kBtu/ft²)'] < (third_quartile + 3 * iqr))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figsize(8, 8)\n",
    "plt.hist(data['Site EUI (kBtu/ft²)'].dropna(), bins = 20, edgecolor = 'black');\n",
    "plt.xlabel('Site EUI'); \n",
    "plt.ylabel('Count'); plt.title('Site EUI Distribution');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "types = data.dropna(subset=['score'])\n",
    "types = types['Largest Property Use Type'].value_counts()\n",
    "types = list(types[types.values > 100].index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figsize(12, 10)\n",
    "\n",
    "for b_type in types:\n",
    "    subset = data[data['Largest Property Use Type'] == b_type]\n",
    "    \n",
    "    sns.kdeplot(subset['score'].dropna(),\n",
    "               label = b_type, shade = False, alpha = 0.8);\n",
    "    \n",
    "plt.xlabel('Energy Star Score', size = 20); plt.ylabel('Density', size = 20); \n",
    "plt.title('Density Plot of Energy Star Scores by Building Type', size = 28);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "boroughs = data.dropna(subset=['score'])\n",
    "boroughs = boroughs['Borough'].value_counts()\n",
    "boroughs = list(boroughs[boroughs.values > 100].index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figsize(12, 10)\n",
    "\n",
    "for borough in boroughs:\n",
    "    subset = data[data['Borough'] == borough]\n",
    "    \n",
    "    sns.kdeplot(subset['score'].dropna(),\n",
    "               label = borough);\n",
    "    \n",
    "plt.xlabel('Energy Star Score', size = 20); plt.ylabel('Density', size = 20); \n",
    "plt.title('Density Plot of Energy Star Scores by Borough', size = 28);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Site EUI (kBtu/ft²)                                          -0.764947\n",
      "Weather Normalized Site EUI (kBtu/ft²)                       -0.759865\n",
      "Weather Normalized Source EUI (kBtu/ft²)                     -0.676350\n",
      "Source EUI (kBtu/ft²)                                        -0.664716\n",
      "Weather Normalized Site Natural Gas Intensity (therms/ft²)   -0.477838\n",
      "Weather Normalized Site Electricity Intensity (kWh/ft²)      -0.349015\n",
      "Property Id                                                  -0.138856\n",
      "Order                                                        -0.098902\n",
      "Direct GHG Emissions (Metric Tons CO2e)                      -0.094196\n",
      "Weather Normalized Site Natural Gas Use (therms)             -0.080714\n",
      "Natural Gas Use (kBtu)                                       -0.079888\n",
      "Total GHG Emissions (Metric Tons CO2e)                       -0.068426\n",
      "Occupancy                                                    -0.048963\n",
      "Electricity Use - Grid Purchase (kWh)                        -0.018676\n",
      "Electricity Use - Grid Purchase (kBtu)                       -0.018676\n",
      "Name: score, dtype: float64 \n",
      "\n",
      "Natural Gas Use (kBtu)                               -0.079888\n",
      "Total GHG Emissions (Metric Tons CO2e)               -0.068426\n",
      "Occupancy                                            -0.048963\n",
      "Electricity Use - Grid Purchase (kWh)                -0.018676\n",
      "Electricity Use - Grid Purchase (kBtu)               -0.018676\n",
      "Weather Normalized Site Electricity (kWh)            -0.017196\n",
      "Indirect GHG Emissions (Metric Tons CO2e)            -0.016657\n",
      "Number of Buildings                                  -0.013756\n",
      "Water Use Intensity (All Water Sources) (gal/ft²)    -0.001286\n",
      "Year Built                                           -0.001119\n",
      "Water Use (All Water Sources) (kgal)                  0.000583\n",
      "BBL - 10 digits                                       0.054764\n",
      "Self-Reported Gross Floor Area (ft²)                  0.066285\n",
      "Largest Property Use Type - Gross Floor Area (ft²)    0.068612\n",
      "score                                                 1.000000\n",
      "Name: score, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "correlations_data = data.corr()['score'].sort_values()\n",
    "\n",
    "print(correlations_data.head(15), '\\n')\n",
    "\n",
    "print(correlations_data.tail(15))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Miniconda3_W11\\envs\\zd62\\lib\\site-packages\\pandas\\core\\arraylike.py:397: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "D:\\Miniconda3_W11\\envs\\zd62\\lib\\site-packages\\pandas\\core\\arraylike.py:397: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "D:\\Miniconda3_W11\\envs\\zd62\\lib\\site-packages\\pandas\\core\\arraylike.py:397: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "D:\\Miniconda3_W11\\envs\\zd62\\lib\\site-packages\\pandas\\core\\arraylike.py:397: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "D:\\Miniconda3_W11\\envs\\zd62\\lib\\site-packages\\pandas\\core\\arraylike.py:397: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "D:\\Miniconda3_W11\\envs\\zd62\\lib\\site-packages\\pandas\\core\\arraylike.py:397: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "D:\\Miniconda3_W11\\envs\\zd62\\lib\\site-packages\\pandas\\core\\arraylike.py:397: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "D:\\Miniconda3_W11\\envs\\zd62\\lib\\site-packages\\pandas\\core\\arraylike.py:397: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "D:\\Miniconda3_W11\\envs\\zd62\\lib\\site-packages\\pandas\\core\\arraylike.py:397: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "D:\\Miniconda3_W11\\envs\\zd62\\lib\\site-packages\\pandas\\core\\arraylike.py:397: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "D:\\Miniconda3_W11\\envs\\zd62\\lib\\site-packages\\pandas\\core\\arraylike.py:397: RuntimeWarning: invalid value encountered in sqrt\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "D:\\Miniconda3_W11\\envs\\zd62\\lib\\site-packages\\pandas\\core\\arraylike.py:397: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "D:\\Miniconda3_W11\\envs\\zd62\\lib\\site-packages\\pandas\\core\\arraylike.py:397: RuntimeWarning: invalid value encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "D:\\Miniconda3_W11\\envs\\zd62\\lib\\site-packages\\pandas\\core\\arraylike.py:397: RuntimeWarning: invalid value encountered in sqrt\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "D:\\Miniconda3_W11\\envs\\zd62\\lib\\site-packages\\pandas\\core\\arraylike.py:397: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "D:\\Miniconda3_W11\\envs\\zd62\\lib\\site-packages\\pandas\\core\\arraylike.py:397: RuntimeWarning: invalid value encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "D:\\Miniconda3_W11\\envs\\zd62\\lib\\site-packages\\pandas\\core\\arraylike.py:397: RuntimeWarning: invalid value encountered in sqrt\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "D:\\Miniconda3_W11\\envs\\zd62\\lib\\site-packages\\pandas\\core\\arraylike.py:397: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "D:\\Miniconda3_W11\\envs\\zd62\\lib\\site-packages\\pandas\\core\\arraylike.py:397: RuntimeWarning: invalid value encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "D:\\Miniconda3_W11\\envs\\zd62\\lib\\site-packages\\pandas\\core\\arraylike.py:397: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "D:\\Miniconda3_W11\\envs\\zd62\\lib\\site-packages\\pandas\\core\\arraylike.py:397: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "D:\\Miniconda3_W11\\envs\\zd62\\lib\\site-packages\\pandas\\core\\arraylike.py:397: RuntimeWarning: invalid value encountered in sqrt\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "D:\\Miniconda3_W11\\envs\\zd62\\lib\\site-packages\\pandas\\core\\arraylike.py:397: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "D:\\Miniconda3_W11\\envs\\zd62\\lib\\site-packages\\pandas\\core\\arraylike.py:397: RuntimeWarning: invalid value encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "D:\\Miniconda3_W11\\envs\\zd62\\lib\\site-packages\\pandas\\core\\arraylike.py:397: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "D:\\Miniconda3_W11\\envs\\zd62\\lib\\site-packages\\pandas\\core\\arraylike.py:397: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n"
     ]
    }
   ],
   "source": [
    "numeric_subset = data.select_dtypes('number')\n",
    "\n",
    "for col in numeric_subset.columns:\n",
    "    if col == 'score':\n",
    "        next\n",
    "    else:\n",
    "        numeric_subset['sqrt_' + col] = np.sqrt(numeric_subset[col])\n",
    "        numeric_subset['log_' + col] = np.log(numeric_subset[col])\n",
    "\n",
    "categorical_subset = data[['Borough', 'Largest Property Use Type']]\n",
    "\n",
    "categorical_subset = pd.get_dummies(categorical_subset)\n",
    "\n",
    "features = pd.concat([numeric_subset, categorical_subset], axis = 1)\n",
    "\n",
    "features = features.dropna(subset = ['score'])\n",
    "\n",
    "correlations = features.corr()['score'].dropna().sort_values()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Site EUI (kBtu/ft²)                                               -0.764947\n",
       "Weather Normalized Site EUI (kBtu/ft²)                            -0.759865\n",
       "sqrt_Site EUI (kBtu/ft²)                                          -0.754405\n",
       "sqrt_Weather Normalized Site EUI (kBtu/ft²)                       -0.748839\n",
       "sqrt_Weather Normalized Source EUI (kBtu/ft²)                     -0.716912\n",
       "sqrt_Source EUI (kBtu/ft²)                                        -0.709354\n",
       "Weather Normalized Source EUI (kBtu/ft²)                          -0.676350\n",
       "Source EUI (kBtu/ft²)                                             -0.664716\n",
       "log_Site EUI (kBtu/ft²)                                           -0.663572\n",
       "log_Weather Normalized Site EUI (kBtu/ft²)                        -0.657328\n",
       "log_Weather Normalized Source EUI (kBtu/ft²)                      -0.650812\n",
       "log_Source EUI (kBtu/ft²)                                         -0.648899\n",
       "Weather Normalized Site Natural Gas Intensity (therms/ft²)        -0.477838\n",
       "sqrt_Weather Normalized Site Natural Gas Intensity (therms/ft²)   -0.423992\n",
       "log_Weather Normalized Site Electricity Intensity (kWh/ft²)       -0.410310\n",
       "Name: score, dtype: float64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "correlations.head(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "log_BBL - 10 digits                                                0.037525\n",
       "Largest Property Use Type_Hospital (General Medical & Surgical)    0.044757\n",
       "sqrt_BBL - 10 digits                                               0.049665\n",
       "BBL - 10 digits                                                    0.054764\n",
       "Largest Property Use Type_K-12 School                              0.058834\n",
       "Self-Reported Gross Floor Area (ft²)                               0.066285\n",
       "Borough_Brooklyn                                                   0.066885\n",
       "Largest Property Use Type_Residence Hall/Dormitory                 0.067337\n",
       "Largest Property Use Type - Gross Floor Area (ft²)                 0.068612\n",
       "Largest Property Use Type_Office                                   0.097753\n",
       "sqrt_Self-Reported Gross Floor Area (ft²)                          0.104654\n",
       "sqrt_Largest Property Use Type - Gross Floor Area (ft²)            0.108566\n",
       "log_Self-Reported Gross Floor Area (ft²)                           0.133142\n",
       "log_Largest Property Use Type - Gross Floor Area (ft²)             0.136875\n",
       "score                                                              1.000000\n",
       "Name: score, dtype: float64"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "correlations.tail(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Miniconda3_W11\\envs\\zd62\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  warnings.warn(\n",
      "D:\\Miniconda3_W11\\envs\\zd62\\lib\\site-packages\\seaborn\\regression.py:581: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1402.5x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figsize(12, 10)\n",
    "\n",
    "features['Largest Property Use Type'] = data.dropna(subset = ['score'])['Largest Property Use Type']\n",
    "\n",
    "features = features[features['Largest Property Use Type'].isin(types)]\n",
    "\n",
    "sns.lmplot('Site EUI (kBtu/ft²)', 'score', \n",
    "          hue = 'Largest Property Use Type', data = features,\n",
    "          scatter_kws = {'alpha': 0.8, 's': 60}, fit_reg = False,\n",
    "          size = 12, aspect = 1.2);\n",
    "\n",
    "plt.xlabel(\"Site EUI\", size = 28)\n",
    "plt.ylabel('Energy Star Score', size = 28)\n",
    "plt.title('Energy Star Score vs Site EUI', size = 36);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Miniconda3_W11\\envs\\zd62\\lib\\site-packages\\seaborn\\axisgrid.py:1209: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(UserWarning(msg))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_data = features[['score', 'Site EUI (kBtu/ft²)', \n",
    "                      'Weather Normalized Source EUI (kBtu/ft²)', \n",
    "                      'log_Total GHG Emissions (Metric Tons CO2e)']]\n",
    "\n",
    "plot_data = plot_data.replace({np.inf: np.nan, -np.inf: np.nan})\n",
    "\n",
    "plot_data = plot_data.rename(columns = {'Site EUI (kBtu/ft²)': 'Site EUI', \n",
    "                                        'Weather Normalized Source EUI (kBtu/ft²)': 'Weather Norm EUI',\n",
    "                                        'log_Total GHG Emissions (Metric Tons CO2e)': 'log GHG Emissions'})\n",
    "\n",
    "plot_data = plot_data.dropna()\n",
    "\n",
    "def corr_func(x, y, **kwargs):\n",
    "    r = np.corrcoef(x, y)[0][1]\n",
    "    ax = plt.gca()\n",
    "    ax.annotate(\"r = {:.2f}\".format(r),\n",
    "                xy=(.2, .8), xycoords=ax.transAxes,\n",
    "                size = 20)\n",
    "\n",
    "grid = sns.PairGrid(data = plot_data, size = 3)\n",
    "\n",
    "grid.map_upper(plt.scatter, color = 'red', alpha = 0.6)\n",
    "\n",
    "grid.map_diag(plt.hist, color = 'red', edgecolor = 'black')\n",
    "\n",
    "grid.map_lower(corr_func);\n",
    "grid.map_lower(sns.kdeplot, cmap = plt.cm.Reds)\n",
    "\n",
    "plt.suptitle('Pairs Plot of Energy Data', size = 36, y = 1.02);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_data = data[['Weather Normalized Site EUI (kBtu/ft²)', 'Site EUI (kBtu/ft²)']].dropna()\n",
    "\n",
    "plt.plot(plot_data['Site EUI (kBtu/ft²)'], plot_data['Weather Normalized Site EUI (kBtu/ft²)'], 'bo')\n",
    "plt.xlabel('Site EUI'); plt.ylabel('Weather Norm EUI')\n",
    "plt.title('Weather Norm EUI vs Site EUI, R = %0.4f' % np.corrcoef(data[['Weather Normalized Site EUI (kBtu/ft²)', 'Site EUI (kBtu/ft²)']].dropna(), rowvar=False)[0][1]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "def remove_collinear_features(x, threshold):\n",
    "\n",
    "    y = x['score']\n",
    "    x = x.drop(columns = ['score'])\n",
    "    \n",
    "    corr_matrix = x.corr()\n",
    "    iters = range(len(corr_matrix.columns) - 1)\n",
    "    drop_cols = []\n",
    "\n",
    "    for i in iters:\n",
    "        for j in range(i):\n",
    "            item = corr_matrix.iloc[j:(j+1), (i+1):(i+2)]\n",
    "            col = item.columns\n",
    "            row = item.index\n",
    "            val = abs(item.values)\n",
    "            \n",
    "            if val >= threshold:\n",
    "                drop_cols.append(col.values[0])\n",
    "\n",
    "    drops = set(drop_cols)\n",
    "    x = x.drop(columns = drops)\n",
    "    x = x.drop(columns = ['Weather Normalized Site EUI (kBtu/ft²)', \n",
    "                          'Water Use (All Water Sources) (kgal)',\n",
    "                          'log_Water Use (All Water Sources) (kgal)',\n",
    "                          'Largest Property Use Type - Gross Floor Area (ft²)'])\n",
    "    \n",
    "    x['score'] = y\n",
    "               \n",
    "    return x"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "features = remove_collinear_features(features, 0.6);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(24706, 151)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "features  = features.dropna(axis=1, how = 'all')\n",
    "features.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(0, 151)\n",
      "(24706, 151)\n"
     ]
    }
   ],
   "source": [
    "no_score = features[features['score'].isna()]\n",
    "score = features[features['score'].notnull()]\n",
    "\n",
    "print(no_score.shape)\n",
    "print(score.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(17294, 150)\n",
      "(7412, 150)\n",
      "(17294, 1)\n",
      "(7412, 1)\n"
     ]
    }
   ],
   "source": [
    "features = score.drop(columns='score')\n",
    "targets = pd.DataFrame(score['score'])\n",
    "\n",
    "features = features.replace({np.inf: np.nan, -np.inf: np.nan})\n",
    "\n",
    "X, X_test, y, y_test = train_test_split(features, targets, test_size = 0.3, random_state = 42)\n",
    "\n",
    "print(X.shape)\n",
    "print(X_test.shape)\n",
    "print(y.shape)\n",
    "print(y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mae(y_true, y_pred):\n",
    "    return np.mean(abs(y_true - y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The baseline guess is a score of 56.00\n",
      "Baseline Performance on the test set: MAE = 28.0094\n"
     ]
    }
   ],
   "source": [
    "baseline_guess = np.median(y)\n",
    "\n",
    "print('The baseline guess is a score of %0.2f' % baseline_guess)\n",
    "print(\"Baseline Performance on the test set: MAE = %0.4f\" % mae(y_test, baseline_guess))"
   ]
  }
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